{"market": {"id": "atlanta", "name": "Atlanta", "subtitle": "Startup ecosystem", "publisher": "PursueATL", "publisher_line": "the Discord for Atlanta startups", "research_by": "Resonate Labs", "wave": "Wave 1", "collected": "2026-09-10", "collected_label": "September 2026", "remeasure_label": "the week of December 7, 2026", "remeasure_confirmed": false, "engines": ["ChatGPT", "Claude", "Gemini", "Perplexity"], "scale": {"studies": 16, "org_studies": 13, "questions": 2290, "answers": 9160, "citations": 63532, "shared_questions": 340, "shared_answers": 1360, "eco_questions": 190, "city_questions": 150}}, "editorial": {"plan": {"lead": "When a founder asks an AI engine where to start, raise or hire in Atlanta, the answer is built from pages the engine can read. For Atlanta, too many of those pages are thin, out of date, or missing the organizations founders are asking about. This plan fixes the pages, together, and then measures whether the answers change.", "how": [{"who": "PursueATL", "what": "Writes and maintains six shared pages that answer the questions the engines currently get wrong or leave open, links every organization it covers, and drafts every email and listing request below."}, {"who": "Each organization", "what": "Does one to four small things: verifies its row, links to the pages that cover it, sends the listing requests drafted for it. Most take under 30 minutes."}, {"who": "Everyone", "what": "Gets measured again on the same 300 questions and four engines, and sees its own before and after."}], "hypothesis": "We think current, connected pages that answer founders' real questions will be used by the engines more often. We don't know that yet. The re-measure is the test, and we will publish the result either way.", "shared_pages": [{"n": 1, "title": "Atlanta startup programs and funds, compared", "gap": "Only 1 in 6 mentions of an Atlanta organization becomes a recommendation, and when the engines pass one over they usually cite eligibility: a check size, a revenue requirement, equity terms, whether a program is open. Where the rules are unclear, they tell founders to wait.", "contents": "One row per program and fund: who it is for, stage, check size or terms, equity, sectors, how to apply, the next deadline, whether it is open now. Verified by each organization.", "contributors": ["Every program", "Every fund"], "families": ["program_selection", "capital_path"]}, {"n": 2, "title": "Atlanta tech growth, 2026", "gap": "None of 40 answers about which hubs are rising recommends Atlanta. The engines credit Austin with momentum far more often, and Austin's growth numbers are published everywhere.", "contents": "Five sourced numbers, dated and refreshed every year: tech jobs added, venture dollars, Series A rounds, exits, engineers moving in.", "contributors": ["Invest Atlanta", "Metro Atlanta Chamber", "TAG"], "families": ["trajectory"]}, {"n": 3, "title": "Who leads Series A rounds in Atlanta", "gap": "Only 1 of 24 answers about the gap between seed and Series A recommends one of the organizations we track. Atlanta funds that do lead A rounds are not on the record the engines read.", "contents": "A running record of Series A rounds led by Atlanta funds: company, lead, amount, date. Confirmed by the funds.", "contributors": ["BIP Ventures", "TTV Capital", "Atlanta Ventures", "ATDC"], "families": ["capital_path"]}, {"n": 4, "title": "Hiring senior engineers in Atlanta", "gap": "In 15 of 24 answers about losing engineers to coastal offers, no Atlanta organization we track comes up at all.", "contents": "Senior salaries against cost of living, the companies hiring senior roles, and the Atlanta communities and programs where engineers and cofounders meet.", "contributors": ["TAG", "Atlanta Tech Village", "CREATE-X"], "families": ["talent"]}, {"n": 5, "title": "Transaction Alley and Atlanta logistics, by the numbers", "gap": "Fintech is the reason the engines give most often for naming Atlanta, yet the key fact reaches them secondhand, through a staffing firm's ranking.", "contents": "The Transaction Alley figures with their sources, the payments and logistics companies headquartered here, and the startups selling to them.", "contributors": ["FinTech Atlanta", "TAG", "Metro Atlanta Chamber"], "families": ["sector"]}, {"n": 6, "title": "Moving your startup to Atlanta", "gap": "When a founder asks about relocating here, the engines already point to Atlanta Tech Village first, but no single page walks a newcomer through where to plug in.", "contents": "A first-90-days guide for a founder moving to Atlanta: where to work, whom to meet, which programs fit which stage, how to find capital.", "contributors": ["Atlanta Tech Village", "Startup Atlanta", "Invest Atlanta"], "families": ["front_door", "space_community"]}], "referral": {"title": "One habit for everyone: “not a fit? here's who is”", "body": "When the engines turn a founder away from an Atlanta organization, they usually give a reason and move on, and too often the answer ends up outside Atlanta. If every program and fund adds one line to its eligibility page pointing to the Atlanta options that do fit, and links to the comparison page, a founder turned away by one Atlanta door lands at another.", "example": "A seed fund whose minimum check is $500k adds: “Raising less than $500k? Atlanta Technology Angels and Atlanta Ventures invest earlier. See every Atlanta fund compared at PursueATL.”"}, "data_pack": "PursueATL will assemble one data pack from the growth, Series A and Transaction Alley pages and send it, with Invest Atlanta and the Metro Atlanta Chamber, to the publishers the engines already cite on US hubs: KORE1, Foothold America, Carta, Startup Genome and StartupBlink.", "timeline": [{"when": "Sep 14 to 25", "what": "Outreach", "detail": "Every organization gets its report and its drafted emails. Listing requests go out."}, {"when": "Sep 28 to Oct 23", "what": "Rows and relocation", "detail": "Rows on the comparison page verified. Pages 1 and 6 go live."}, {"when": "Oct 26 to Nov 20", "what": "Evidence", "detail": "Pages 2 to 5 go live. The data pack goes to the rankings."}, {"when": "Nov 23 to Dec 4", "what": "Final checks", "detail": "Every page, row and link checked. Cited lists re-read."}, {"when": "Dec 7 to 11", "what": "Re-measure", "detail": "The same 300 questions, four engines. Results published in January."}]}, "cards": [{"name": "ATDC", "slug": "atdc", "group": "front_doors", "role": "candidate", "tracked": true, "why": "The most recommended organization in Atlanta. It wins program choice (40 of 93 answers that name it) and sector questions (31 of 66), but is rarely the pick when founders ask about raising money (8 of 38) or hiring (8 of 38). When ATDC's own site is among an answer's sources, it is recommended 48% of the time; without it, 13%. That is a correlation: an engine that already favors ATDC is also more likely to look it up. It is not on the Startup Atlanta guide's funding page.", "actions": [{"id": "atdc-1", "text": "Verify ATDC's row on Page 1, including what it offers companies with revenue. The engines currently say it \"skews earlier-stage.\"", "time": "30 min", "status": "not_started"}, {"id": "atdc-2", "text": "Share its investor program's outcome figures for Page 3.", "time": "1 hr", "status": "not_started"}, {"id": "atdc-3", "text": "Send the Startup Atlanta request to add its investor program to the funding page. We draft it.", "time": "5 min", "status": "not_started"}, {"id": "atdc-4", "text": "Link Pages 1 and 3 from its program pages.", "time": "10 min", "status": "not_started"}]}, {"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "group": "front_doors", "role": "candidate", "tracked": true, "why": "The engines' first pick for community and space (28 of 53) and for founders relocating here (26 of 67). But it is named in 56 answers about choosing a program and recommended in one, and it is missing from Failory's Top 17 list (44 answers). The engines describe its program as \"designed to get you fundraising-ready, not to fund you itself.\"", "actions": [{"id": "atlanta-tech-village-1", "text": "Verify the It Takes a Village row on Page 1: eligibility, what founders get, outcomes, dates.", "time": "30 min", "status": "not_started"}, {"id": "atlanta-tech-village-2", "text": "Co-author Page 6, the relocation guide, and link it from its site.", "time": "1 hr", "status": "not_started"}, {"id": "atlanta-tech-village-3", "text": "Send the Failory listing request. We draft it.", "time": "5 min", "status": "not_started"}, {"id": "atlanta-tech-village-4", "text": "Contribute its founder community to Page 4, the talent guide.", "time": "30 min", "status": "not_started"}]}, {"name": "Startup Atlanta", "slug": "startup-atlanta", "group": "connectors", "role": "candidate", "tracked": true, "why": "The engines' front door: recommended in 12 of 24 \"where do I start\" answers that name it. Its guide is cited 133 times, but the programs page is missing Engage, CREATE-X, Russell Innovation Center, Hatchbridge and Switchyards.", "actions": [{"id": "startup-atlanta-1", "text": "Add those five programs to the guide's programs page, and ATDC's investor program to the funding page.", "time": "1 hr", "status": "not_started"}, {"id": "startup-atlanta-2", "text": "Cross-link the guide and Pages 1 to 6.", "time": "15 min", "status": "not_started"}]}, {"name": "Invest Atlanta", "slug": "invest-atlanta", "group": "connectors", "role": "contributor", "tracked": true, "why": "A contributor more than a candidate for a founder's shortlist. It is the source the engines should be quoting on Atlanta's growth, and rarely do.", "actions": [{"id": "invest-atlanta-1", "text": "Confirm the five numbers on Page 2.", "time": "1 hr", "status": "not_started"}, {"id": "invest-atlanta-2", "text": "Co-sign the data pack to the national rankings.", "time": "5 min", "status": "not_started"}, {"id": "invest-atlanta-3", "text": "Link Page 2 from its startup pages.", "time": "10 min", "status": "not_started"}]}, {"name": "Metro Atlanta Chamber", "slug": "metro-atlanta-chamber", "group": "connectors", "role": "contributor", "tracked": true, "why": "Founder questions are the wrong yardstick for the Chamber: it serves the city, not individual founders. Its Fortune 500 and talent data is exactly what the city rankings lack, which makes it a source the engines should be quoting.", "actions": [{"id": "metro-atlanta-chamber-1", "text": "Supply Fortune 500 and talent figures for Pages 2 and 5.", "time": "1 hr", "status": "not_started"}, {"id": "metro-atlanta-chamber-2", "text": "Co-sign the rankings data pack.", "time": "5 min", "status": "not_started"}]}, {"name": "Technology Association of Georgia", "slug": "technology-association-of-georgia", "group": "connectors", "role": "candidate", "tracked": true, "why": "Recommended only in sector questions (4 of 17). Best placed to speak for Atlanta's engineers.", "actions": [{"id": "technology-association-of-georgia-1", "text": "Supply senior salary and hiring data for Page 4.", "time": "1 hr", "status": "not_started"}, {"id": "technology-association-of-georgia-2", "text": "Link Pages 4 and 5.", "time": "10 min", "status": "not_started"}]}, {"name": "FinTech Atlanta", "slug": "fintech-atlanta", "group": "connectors", "role": "contributor", "tracked": false, "why": "Its site is already a source in 23 of our ecosystem answers. Transaction Alley is Atlanta's strongest input.", "actions": [{"id": "fintech-atlanta-1", "text": "Confirm the Transaction Alley figures and sources on Page 5.", "time": "30 min", "status": "not_started"}, {"id": "fintech-atlanta-2", "text": "Link Page 5.", "time": "10 min", "status": "not_started"}]}, {"name": "Venture Atlanta", "slug": "venture-atlanta", "group": "connectors", "role": "candidate", "tracked": true, "why": "Named often for capital (46 answers) but recommended in 7. It sees more Atlanta deals than anyone.", "actions": [{"id": "venture-atlanta-1", "text": "Share exit and co-investor figures for Pages 2 and 3.", "time": "1 hr", "status": "not_started"}, {"id": "venture-atlanta-2", "text": "Link Page 3 from its investor pages.", "time": "10 min", "status": "not_started"}]}, {"name": "Hypepotamus", "slug": "hypepotamus", "group": "connectors", "role": "contributor", "tracked": true, "why": "When the engines do name it, they recommend it a third of the time. National press is only 0.6% of the sources behind ecosystem answers.", "actions": [{"id": "hypepotamus-1", "text": "Cover the report and link the six pages.", "time": "1 story", "status": "not_started"}, {"id": "hypepotamus-2", "text": "Syndicate Atlanta startup stories to national outlets.", "time": "ongoing", "status": "not_started"}]}, {"name": "Engage", "slug": "engage", "group": "programs", "role": "candidate", "tracked": true, "why": "Third most recommended organization in Atlanta, but missing from Failory's Top 17 list and the Startup Atlanta programs page.", "actions": [{"id": "engage-1", "text": "Send both listing requests. We draft them.", "time": "10 min", "status": "not_started"}, {"id": "engage-2", "text": "Verify its Page 1 row.", "time": "20 min", "status": "not_started"}]}, {"name": "Techstars Atlanta", "slug": "techstars-atlanta", "group": "programs", "role": "candidate", "tracked": true, "why": "One engine told a founder that \"the local business listing currently marks that Atlanta location/program as permanently closed.\"", "actions": [{"id": "techstars-atlanta-1", "text": "Confirm the program's current status, then correct any business listing that gets it wrong.", "time": "15 min", "status": "not_started"}, {"id": "techstars-atlanta-2", "text": "Verify its Page 1 row, including current status and terms.", "time": "20 min", "status": "not_started"}]}, {"name": "Georgia Tech CREATE-X", "slug": "georgia-tech-create-x", "group": "programs", "role": "candidate", "tracked": true, "why": "The engines' pick for the student and early-talent pipeline. Missing from the Startup Atlanta programs page.", "actions": [{"id": "georgia-tech-create-x-1", "text": "Send the Startup Atlanta listing request.", "time": "5 min", "status": "not_started"}, {"id": "georgia-tech-create-x-2", "text": "Verify its Page 1 row and contribute to Page 4.", "time": "30 min", "status": "not_started"}]}, {"name": "Russell Innovation Center", "slug": "russell-innovation-center-for-entrepreneurs", "group": "programs", "role": "candidate", "tracked": true, "why": "Named in 27 \"where do I start\" answers and recommended in none. Missing from Failory's Top 17 list and the Startup Atlanta programs page.", "actions": [{"id": "russell-innovation-center-1", "text": "Send both listing requests.", "time": "10 min", "status": "not_started"}, {"id": "russell-innovation-center-2", "text": "Verify its Page 1 row.", "time": "20 min", "status": "not_started"}]}, {"name": "Goodie Nation", "slug": "goodie-nation", "group": "programs", "role": "candidate", "tracked": true, "why": "Named in 17 program answers, recommended in none. Missing from Failory's Top 17 list.", "actions": [{"id": "goodie-nation-1", "text": "Send the Failory listing request.", "time": "5 min", "status": "not_started"}, {"id": "goodie-nation-2", "text": "Verify its Page 1 row.", "time": "20 min", "status": "not_started"}]}, {"name": "TiE Atlanta", "slug": "tie-atlanta", "group": "programs", "role": "candidate", "tracked": true, "why": "Named 72 times, recommended once. In our coding of those answers, the engines steer pre-revenue founders elsewhere because of its angel network's revenue requirement.", "actions": [{"id": "tie-atlanta-1", "text": "State plainly on its Page 1 row what TiE offers founders before revenue.", "time": "20 min", "status": "not_started"}, {"id": "tie-atlanta-2", "text": "Add the \"not a fit? here's who is\" line.", "time": "10 min", "status": "not_started"}]}, {"name": "Tech North Atlanta", "slug": "tech-north-atlanta", "group": "programs", "role": "candidate", "tracked": true, "why": "On none of the eight most-cited pages.", "actions": [{"id": "tech-north-atlanta-1", "text": "Send listing requests to the Startup Atlanta guide and Startup Accelerator List.", "time": "10 min", "status": "not_started"}, {"id": "tech-north-atlanta-2", "text": "Verify its Page 1 row.", "time": "20 min", "status": "not_started"}]}, {"name": "Hatchbridge", "slug": "hatchbridge", "group": "programs", "role": "candidate", "tracked": true, "why": "On none of the eight most-cited pages, and named in 4 of 600 answers.", "actions": [{"id": "hatchbridge-1", "text": "Send three listing requests: Startup Accelerator List, Failory and the Startup Atlanta guide.", "time": "15 min", "status": "not_started"}, {"id": "hatchbridge-2", "text": "Verify its Page 1 row.", "time": "20 min", "status": "not_started"}]}, {"name": "Atlanta Ventures", "slug": "atlanta-ventures", "group": "funds", "role": "candidate", "tracked": true, "why": "Named in 51 capital answers, recommended in 8. The engines say its pre-seed policy is unclear. Missing from Failory's VC list.", "actions": [{"id": "atlanta-ventures-1", "text": "Verify its fund row on Page 1: stage, check size, what it needs to see.", "time": "20 min", "status": "not_started"}, {"id": "atlanta-ventures-2", "text": "Confirm its Series A rounds for Page 3.", "time": "30 min", "status": "not_started"}]}, {"name": "Tech Square Ventures", "slug": "tech-square-ventures", "group": "funds", "role": "candidate", "tracked": true, "why": "Named in 55 capital answers, recommended in 8. The engines steer smaller raises away over its $500k minimum check.", "actions": [{"id": "tech-square-ventures-1", "text": "Verify its fund row on Page 1.", "time": "20 min", "status": "not_started"}, {"id": "tech-square-ventures-2", "text": "Add the \"not a fit? here's who is\" line.", "time": "10 min", "status": "not_started"}]}, {"name": "Overline", "slug": "overline", "group": "funds", "role": "candidate", "tracked": true, "why": "Recommended in 12 of 48 capital answers that name it, one of the best rates of any Atlanta fund. Not on the Startup Atlanta guide's inclusive innovation page.", "actions": [{"id": "overline-1", "text": "Verify its fund row on Page 1, with its check range and stage.", "time": "20 min", "status": "not_started"}, {"id": "overline-2", "text": "Link Page 3 from its site.", "time": "10 min", "status": "not_started"}]}, {"name": "Valor Ventures", "slug": "valor-ventures", "group": "funds", "role": "candidate", "tracked": true, "why": "The engines say it invests after first customers. Missing from Failory's VC list.", "actions": [{"id": "valor-ventures-1", "text": "Verify its fund row on Page 1.", "time": "20 min", "status": "not_started"}, {"id": "valor-ventures-2", "text": "Send the Failory listing request.", "time": "5 min", "status": "not_started"}]}, {"name": "Collab Capital", "slug": "collab-capital", "group": "funds", "role": "candidate", "tracked": true, "why": "The engines' top pick for underrepresented founders (7 of 26 answers that name it).", "actions": [{"id": "collab-capital-1", "text": "Verify its fund row on Page 1.", "time": "20 min", "status": "not_started"}, {"id": "collab-capital-2", "text": "Link Page 1 from its site.", "time": "10 min", "status": "not_started"}]}, {"name": "Atlanta Technology Angels", "slug": "atlanta-technology-angels", "group": "funds", "role": "candidate", "tracked": true, "why": "The best conversion of any fund: recommended in 12 of 33 capital answers that name it. On the Startup Atlanta funding page, but not Failory's VC list.", "actions": [{"id": "atlanta-technology-angels-1", "text": "Verify its row on Page 1, including how and when founders apply.", "time": "20 min", "status": "not_started"}, {"id": "atlanta-technology-angels-2", "text": "Send the Failory listing request. We draft it.", "time": "5 min", "status": "not_started"}]}, {"name": "BIP Ventures and TTV Capital", "slug": "bip-ventures-and-ttv-capital", "group": "funds", "role": "candidate", "tracked": false, "why": "The Atlanta funds the engines already name for later rounds.", "actions": [{"id": "bip-ventures-and-ttv-capital-1", "text": "Confirm the Series A rounds they led, for Page 3.", "time": "30 min", "status": "not_started"}, {"id": "bip-ventures-and-ttv-capital-2", "text": "Verify their fund rows on Page 1.", "time": "20 min", "status": "not_started"}]}, {"name": "Switchyards", "slug": "switchyards", "group": "spaces", "role": "candidate", "tracked": true, "why": "Named in 16 space answers, recommended in none. Missing from Startup Accelerator List and the Startup Atlanta programs page.", "actions": [{"id": "switchyards-1", "text": "Send both listing requests.", "time": "10 min", "status": "not_started"}, {"id": "switchyards-2", "text": "Verify its space row on Page 1.", "time": "20 min", "status": "not_started"}]}, {"name": "Atlanta Tech Park", "slug": "atlanta-tech-park", "group": "spaces", "role": "candidate", "tracked": true, "why": "Missing from the Nucamp coworking list (24 answers) and the Startup Atlanta guide.", "actions": [{"id": "atlanta-tech-park-1", "text": "Send both listing requests.", "time": "10 min", "status": "not_started"}, {"id": "atlanta-tech-park-2", "text": "Verify its space row on Page 1.", "time": "20 min", "status": "not_started"}]}, {"name": "Biltmore Innovation Center", "slug": "biltmore-innovation-center", "group": "spaces", "role": "candidate", "tracked": true, "why": "On Peony's list only. Missing from Startup Accelerator List, the Nucamp coworking list and the Startup Atlanta guide.", "actions": [{"id": "biltmore-innovation-center-1", "text": "Send three listing requests.", "time": "15 min", "status": "not_started"}, {"id": "biltmore-innovation-center-2", "text": "Verify its space row on Page 1.", "time": "20 min", "status": "not_started"}]}, {"name": "TechSquare Labs", "slug": "techsquare-labs", "group": "spaces", "role": "candidate", "tracked": true, "why": "On five of the eight most-cited pages, yet named in 43 answers and recommended once.", "actions": [{"id": "techsquare-labs-1", "text": "Verify its row on Page 1 so the engines can tell the space from the fund.", "time": "20 min", "status": "not_started"}]}], "gap_map": {"as_of": "September 13, 2026", "cols": [{"title": "Peony: 5 Best Atlanta Startup Accelerators in 2026", "url": "https://www.peony.ink/blog/investors-atlanta", "reach": "82 answers"}, {"title": "Startup Accelerator List: Accelerators and Incubators in Atlanta", "url": "https://startupacceleratorlist.com/locations/startup-incubators-in-atlanta", "reach": "63 answers"}, {"title": "Failory: Top 17 Accelerators and Incubators in Atlanta", "url": "https://www.failory.com/startups/atlanta-accelerators-incubators", "reach": "44 answers"}, {"title": "Startup Atlanta Guide: Programs", "url": "https://guide.startupatlanta.com/programs", "reach": "43 citations"}, {"title": "Startup Atlanta Guide: Funding and Capital", "url": "https://guide.startupatlanta.com/funding-capital", "reach": "37 citations"}, {"title": "Nucamp: Top 10 Tech Coworking Spaces and Incubators", "url": "https://www.nucamp.co/blog/top-10-tech-coworking-spaces-and-incubators-in-atlanta-ga-in-2026", "reach": "24 answers"}, {"title": "Startup Atlanta Guide: Inclusive Innovation", "url": "https://guide.startupatlanta.com/inclusive-innovation", "reach": "19 citations"}, {"title": "Failory: Top 16 Venture Capital Firms in Atlanta", "url": "https://www.failory.com/blog/venture-capital-firms-atlanta", "reach": "7 answers"}], "rows": [{"org": "ATDC", "slug": "atdc", "cells": ["on", "on", "on", "on", "off", "on", "off", "na"]}, {"org": "Atlanta Tech Village", "slug": "atlanta-tech-village", "cells": ["on", "on", "off", "on", "na", "on", "on", "na"]}, {"org": "Engage", "slug": "engage", "cells": ["on", "on", "off", "off", "on", "na", "off", "on"]}, {"org": "Techstars Atlanta", "slug": "techstars-atlanta", "cells": ["on", "on", "on", "on", "na", "na", "off", "na"]}, {"org": "CREATE-X", "slug": "georgia-tech-create-x", "cells": ["on", "on", "on", "off", "na", "na", "off", "na"]}, {"org": "Russell Innovation Center", "slug": "russell-innovation-center-for-entrepreneurs", "cells": ["off", "on", "off", "off", "na", "na", "on", "na"]}, {"org": "Goodie Nation", "slug": "goodie-nation", "cells": ["off", "on", "off", "on", "na", "na", "on", "na"]}, {"org": "Hatchbridge", "slug": "hatchbridge", "cells": ["off", "off", "off", "off", "na", "off", "off", "na"]}, {"org": "Tech North Atlanta", "slug": "tech-north-atlanta", "cells": ["off", "off", "off", "off", "na", "na", "off", "na"]}, {"org": "TiE Atlanta", "slug": "tie-atlanta", "cells": ["off", "off", "off", "on", "on", "na", "on", "na"]}, {"org": "Atlanta Ventures", "slug": "atlanta-ventures", "cells": ["na", "on", "on", "na", "on", "na", "off", "off"]}, {"org": "Overline", "slug": "overline", "cells": ["na", "na", "na", "na", "on", "na", "off", "on"]}, {"org": "Valor Ventures", "slug": "valor-ventures", "cells": ["na", "na", "na", "na", "on", "na", "on", "off"]}, {"org": "Tech Square Ventures", "slug": "tech-square-ventures", "cells": ["on", "on", "na", "na", "on", "na", "off", "on"]}, {"org": "Collab Capital", "slug": "collab-capital", "cells": ["na", "on", "na", "na", "on", "na", "on", "on"]}, {"org": "Atlanta Technology Angels", "slug": "atlanta-technology-angels", "cells": ["na", "na", "na", "na", "on", "na", "off", "off"]}, {"org": "Switchyards", "slug": "switchyards", "cells": ["na", "off", "na", "off", "na", "on", "off", "na"]}, {"org": "Atlanta Tech Park", "slug": "atlanta-tech-park", "cells": ["na", "on", "na", "off", "na", "off", "off", "na"]}, {"org": "Biltmore Innovation Center", "slug": "biltmore-innovation-center", "cells": ["on", "off", "na", "off", "na", "off", "off", "na"]}, {"org": "TechSquare Labs", "slug": "techsquare-labs", "cells": ["na", "on", "na", "on", "on", "on", "on", "na"]}]}, "sources_featured": [{"title": "Top Emerging Tech Hubs 2026: Where the Next Wave Is Actually Hiring", "url": "https://www.kore1.com/emerging-tech-hubs-2026", "publisher": "KORE1, an IT staffing firm", "date": "updated July 17, 2026", "answers": 40, "note": "Lists ten emerging hubs and puts Atlanta fifth, behind Raleigh-Durham, Salt Lake City, Nashville and Denver. Its Atlanta entry leads with Transaction Alley."}, {"title": "Smart Tech Talent Hotspots for US Expansion in 2026 (Beyond the Coasts)", "url": "https://www.footholdamerica.com/blog/smart-tech-talent-hotspots-for-us-expansion-in-2026", "publisher": "Foothold America, a US expansion consultancy", "date": "", "answers": 26, "note": "Seven talent hotspots outside the coasts. On our read of the page, Atlanta is not on it."}], "quotes": [{"text": "The underestimated giant.", "who": "ChatGPT, on Atlanta, asked which hubs will win long term"}, {"text": "Bay Area and NY funds regularly lead rounds for companies they've never visited, closing everything over Zoom.", "who": "Claude, asked whether an Atlanta company must leave to raise a Series A"}], "exclude_orgs": ["ama-atlanta"], "type_overrides": {"georgia-tech": "University", "emory-university": "University", "georgia-state-university": "University", "morehouse-college": "University (HBCU)", "spelman-college": "University (HBCU)", "clark-atlanta-university": "University (HBCU)", "kennesaw-state-university": "University", "university-of-georgia": "University", "georgia-research-alliance": "University research and venture program", "city-of-atlanta": "City government", "georgia-department-of-economic-development": "State agency", "georgia-center-of-innovation": "State program", "curiosity-lab-at-peachtree-corners": "City innovation district", "bip-ventures": "Venture fund", "ttv-capital": "Venture fund (fintech)", "atlanta-seed-company": "Seed fund", "fearless-fund": "Venture fund", "knoll-ventures": "Venture fund", "zane-venture-fund": "Venture fund", "noro-moseley-partners": "Venture fund", "silicon-road-ventures": "Venture fund", "cox-enterprises": "Corporate investor", "atlanta-inno": "Business news", "fintech-atlanta": "Industry coalition", "ohub": "Ecosystem organization", "women-in-technology": "Professional association", "plywood-people": "Founder community", "center-for-civic-innovation": "Civic organization", "atlanta-technology-angels": "Angel network", "tie-atlanta": "Angel network and founder community", "engage": "Accelerator and fund", "techstars-atlanta": "Accelerator", "georgia-tech-create-x": "University startup program", "georgia-tech-venturelab": "University startup program", "atdc": "Incubator (Georgia Tech)", "startup-atlanta": "Ecosystem guide", "venture-atlanta": "Investor conference", "hypepotamus": "Startup news"}, "websites": {"georgia-tech": "https://www.gatech.edu", "emory-university": "https://www.emory.edu", "georgia-state-university": "https://www.gsu.edu", "morehouse-college": "https://morehouse.edu", "spelman-college": "https://www.spelman.edu", "clark-atlanta-university": "https://www.cau.edu", "kennesaw-state-university": "https://www.kennesaw.edu", "university-of-georgia": "https://www.uga.edu", "georgia-research-alliance": "https://gra.org", "city-of-atlanta": "https://www.atlantaga.gov", "georgia-department-of-economic-development": "https://georgia.org", "georgia-center-of-innovation": "https://georgia.org/center-of-innovation", "curiosity-lab-at-peachtree-corners": "https://www.curiositylabptc.com", "bip-ventures": "https://www.bipventures.vc", "ttv-capital": "https://ttvcapital.com", "atlanta-seed-company": "https://www.atlantaseedcompany.com", "fearless-fund": "https://www.fearless.fund", "knoll-ventures": "https://www.knollventures.com", "zane-venture-fund": "https://www.zane.vc", "noro-moseley-partners": "https://noromoseley.com", "silicon-road-ventures": "https://www.siliconroad.vc", "cox-enterprises": "https://www.coxenterprises.com", "atlanta-inno": "https://www.bizjournals.com/atlanta/inno", "fintech-atlanta": "https://fintechatlanta.org", "ohub": "https://opportunityhub.co", "women-in-technology": "https://mywit.org", "plywood-people": "https://www.plywoodpeople.com", "center-for-civic-innovation": "https://www.civicatlanta.org", "technology-association-of-georgia": "https://www.tagonline.org", "start-me-atlanta": "https://www.startmeatl.org", "valor-ventures": "https://valor.vc", "switchyards": "https://switchyards.com", "techstars-atlanta": "https://techstarsatlanta.com", "hypepotamus": "https://www.hypepotamus.com", "founder-institute-atlanta": "https://fi.co/s/atlanta", "georgia-tech-venturelab": "https://venturelab.gatech.edu", "the-gathering-spot": "https://thegatheringspot.club", "renderatl": "https://www.renderatl.com", "alkaloid-networks": "https://alkaloid.net", "createatl": "https://www.createatl.com"}, "links": {"publisher": "https://pursueatl.com", "research": "https://resonatelabs.co", "utm": "utm_source=resonatelabs&utm_medium=market-report&utm_campaign=atlanta-ai-visibility"}, "official_visibility": {"atlanta-ventures": {"pct": 45.3, "source": "output/www-atlantaventures-com/www-atlantaventures-com-visibility-report.html (45.3% visibility, 150 queries)"}, "atlanta-tech-park": {"pct": 40.7, "source": "output/www-atlantatechpark-com/www-atlantatechpark-com-visibility-report.html (40.7% visibility, 150 queries)"}, "russell-innovation-center-for-entrepreneurs": {"pct": 58.0, "source": "output/russellcenter-org/run-2026-09-05-3/_analysis/russellcenter-org-narrative.json (58.0% overall visibility, 87/150)"}}, "events": {"_note": "The PursueATL events calendar (github.com/kolinwsimon/atl-events-aggregator), read live by the portal Function. hosts maps the aggregator's source ids to organizations in this report; colors are PursueATL's source palette (pursueATL app/events/source-colors.ts). aliases are the other names an event may use for an organization; name_off lists names too generic to match on their own.", "home": "https://pursueatl.com/events", "gcal": "https://calendar.google.com/calendar/u/0/r?cid=c_ea80a31d4356fb6e7a172525db517cb656f1ac804a7153288cf607d34f7b4d8c@group.calendar.google.com", "ics": "https://calendar.google.com/calendar/ical/c_ea80a31d4356fb6e7a172525db517cb656f1ac804a7153288cf607d34f7b4d8c%40group.calendar.google.com/public/basic.ics", "submit": "mailto:hello@pursueatl.com?subject=Add%20our%20events%20to%20the%20PursueATL%20calendar", "hosts": {"atdc": {"slug": "atdc", "color": "#2563eb"}, "atv": {"slug": "atlanta-tech-village", "color": "#0d9488"}, "atltech": {"name": "ATL Tech Events", "home": "https://www.atltech.events", "curator": true, "color": "#7c3aed"}, "technorth": {"slug": "tech-north-atlanta", "color": "#d97706"}, "tie": {"slug": "tie-atlanta", "color": "#db2777"}, "russell": {"slug": "russell-innovation-center-for-entrepreneurs", "color": "#059669"}, "hatchbridge": {"slug": "hatchbridge", "color": "#f43f5e"}, "ama": {"name": "AMA Atlanta", "home": "https://www.ama-atlanta.com", "color": "#0891b2"}, "connectga": {"name": "Connect Georgia", "home": "https://connectga.ecomap-studio.link", "color": "#65a30d"}, "tag": {"slug": "technology-association-of-georgia", "color": "#64748b"}}, "aliases": {"atlanta-tech-village": ["ATV"], "technology-association-of-georgia": ["TAG"], "russell-innovation-center-for-entrepreneurs": ["Russell Innovation Center", "Russell Center"], "hatchbridge": ["Hatch Bridge"], "tie-atlanta": ["TiE"], "tech-north-atlanta": ["Tech North"], "georgia-tech-create-x": ["CREATE-X", "Create-X"], "georgia-tech-venturelab": ["VentureLab"], "techstars-atlanta": ["Techstars"], "engage": ["Engage VC", "Engage Ventures", "engage.vc"], "atlanta-technology-angels": ["Atlanta Tech Angels"], "start-me-atlanta": ["Start:ME"], "founder-institute-atlanta": ["Founder Institute"], "atlanta-startup-village": ["atlanta-startup-village"], "the-gathering-spot": ["Gathering Spot"]}, "series": [{"match": "mond\\(ai\\)y coffee", "venue": "atdc", "source": "Held at ATDC (Kolin, 2026-09-13); ATDC lists the same weekly series on its own calendar (aggregator DB 2026-09-11)"}], "name_off": ["engage", "south-downtown"]}, "city_plan": {"_note": "The city-level plan (R13, 2026-09-13). Figures come from this wave's shared studies (market.json: cities rows, families, askers, reasons, lessons.topics/momentum; sources.cities). Copy blocks: [brackets] are the parts a reader fills in; every bracketed figure must come from a published source. 'to' is where an email block opens.", "title": "The Atlanta plan", "lede": "AI already knows Atlanta. It rarely puts Atlanta first. Six plays move it from named to recommended, each with its why, what to do on the web and off it, who does it, and words anyone can paste.", "gap": [{"label": "Named in answers about US startup cities", "atl": "68%", "aus": "70%"}, {"label": "Recommended, on neutral questions", "atl": "11.7%", "aus": "18.3%"}, {"label": "In the top five, when the engines rank", "atl": "57%", "aus": "85%"}], "roles": {"all": "Everyone", "city": "The city and economic development", "programs": "Program and fund leaders", "founders": "Founders and operators", "universities": "Universities", "media": "Media and community"}, "plays": [{"n": 1, "title": "Write down Atlanta's momentum", "short": "The growth story, with numbers, where the engines read", "why": "The engines describe Atlanta by what it has: fintech, low costs, Georgia Tech, Fortune 500 headquarters. They rarely say where it's going. They credit Austin with momentum in 190 answers and Atlanta in 85, and of 40 answers about which US hubs are rising, none recommends Atlanta. Austin is recommended in 14.", "evidence": [{"key": "momentum", "label": "Read the answers that hand out momentum"}], "web": [{"text": "One dated, sourced page on Atlanta's 2026 startup growth: companies funded, dollars raised, exits, Series A rounds, jobs. PursueATL writes it; programs and funds send the figures.", "roles": ["programs", "city"]}, {"text": "Invest Atlanta, the Metro Atlanta Chamber, Hypepotamus and every program link to it and quote it.", "roles": ["city", "media", "programs"]}, {"text": "Atlanta's figures reach Wikipedia's Atlanta economy pages through neutral editors who cite published sources, never by editing your own organization's entry.", "roles": ["city", "universities"]}], "off": [{"text": "A yearly “state of Atlanta startups” release, timed to Venture Atlanta in October.", "roles": ["city", "programs", "media"]}, {"text": "Every funding, launch and hiring announcement opens with “Atlanta-based.”", "roles": ["founders", "programs"]}], "pages": [2], "measure": "How often Atlanta is recommended in answers about rising hubs (0 of 40 today), and how often the engines credit it with momentum (85 answers; Austin 190).", "copy": [{"label": "Funding announcement, first paragraph", "roles": ["founders"], "text": "ATLANTA, [date]: [Company], an Atlanta-based [what it does] company, today announced [amount] in [round] funding led by [lead investor], with participation from [other investors]. [Company] will use the funding to [plan], and expects to grow its Atlanta team to [number] by [date]."}, {"label": "Send your figures for the growth page", "roles": ["programs", "city"], "to": "hello@pursueatl.com", "text": "Subject: [Organization]'s 2026 figures for Atlanta's growth page\n\nHi PursueATL,\n\nHere are [Organization]'s figures for 2026 so far, for the Atlanta growth page:\n- Companies funded or accepted: [number]\n- Total they raised: [amount]\n- Exits: [number, and names we can share]\n- Jobs created: [number]\nA source you can cite: [link]\n\n[name], [title]"}, {"label": "The Atlanta boilerplate, for about pages and press releases", "roles": ["all"], "note": "Fill every bracket from a published source and link it. The same two sentences in many places is what the engines repeat.", "text": "Atlanta is home to [number] Fortune 500 headquarters, Georgia Tech, and Transaction Alley, where [share] of US card transactions are processed ([source]). In [year], Atlanta startups raised [amount] across [number] rounds ([source])."}]}, {"n": 2, "title": "Get into the rankings the engines read", "short": "The national lists and data behind every city answer", "why": "When people ask for the best US cities to start a company, the engines barely read Atlanta's own sites: they're 2% of what gets cited. They read StartupBlink, CBRE, Carta, Startup Genome and NVCA, and staffing and relocation guides like KORE1, Foothold America and Karat. Atlanta is named about as often as Austin, but lands in the top five of a ranked list 57% of the time. Austin: 85%.", "links": [{"href": "#/city?view=list", "label": "See Atlanta on the ranked lists"}, {"href": "#/sources", "label": "Follow the sources"}], "web": [{"text": "Send Atlanta's figures to the research sources the engines cite. StartupBlink and Startup Genome work with ecosystem partners; Carta and NVCA publish from company and fund data.", "roles": ["city"]}, {"text": "Every Atlanta company lists Atlanta, GA as its headquarters on Crunchbase, LinkedIn, Wellfound, Carta and PitchBook, so the counts behind the rankings include it.", "roles": ["founders", "programs"]}, {"text": "Ask the staffing and relocation guides already cited (KORE1, Foothold America, Karat) to refresh their Atlanta sections with current figures.", "roles": ["city", "media"]}], "off": [{"text": "One named owner for rankings relations, at Invest Atlanta or the Metro Atlanta Chamber, who sends the data pack every year.", "roles": ["city"]}, {"text": "Funds and programs co-sign the data pack, so it arrives with the ecosystem behind it.", "roles": ["programs"]}], "measure": "Atlanta's top-five rate when the engines rank cities (57% today), and whether the rankings they cite carry current Atlanta figures.", "copy": [{"label": "A note to a rankings publisher", "roles": ["city"], "text": "Subject: Updated 2026 data for Atlanta\n\nHi [name],\n\n[Publication] is one of the sources AI assistants cite when people ask for the best US cities to start a company. For your next edition, here is Atlanta's 2026 data pack, sourced from Invest Atlanta, the Metro Atlanta Chamber and Atlanta's startup programs: [three headline figures, each with its source]. The full pack is at [link].\n\nWe're glad to answer questions or connect you with Atlanta founders and investors.\n\n[name], [title], [organization]"}, {"label": "Company description, for every profile", "roles": ["founders"], "text": "[Company] is an Atlanta-based [category] company that [what it does] for [who]. Founded in [year] and headquartered in Atlanta, Georgia."}]}, {"n": 3, "title": "Win the sector and university questions", "short": "Proof, sector by sector, that the work happens here", "why": "Head to head with a rival city, Atlanta wins on capital depth, enterprise density and cost. It loses on sector strength (2 wins, 7 ties, 7 losses) and on the university pipeline (2, 3, 3). Fintech is the reason the engines give most often for naming Atlanta, in 231 answers, yet the facts behind it reach them secondhand.", "evidence": [{"key": "topic:sector_strength", "label": "Read the head-to-heads on sector strength"}, {"key": "topic:university_pipeline", "label": "Read the head-to-heads on the university pipeline"}], "web": [{"text": "One page per sector (fintech and Transaction Alley, logistics and supply chain, health IT, cybersecurity, B2B software): named companies, exits, funds and programs, all linked.", "roles": ["programs", "media"]}, {"text": "A talent pipeline page: startups and founders from Georgia Tech (CREATE-X, VentureLab, ATDC), Emory and Atlanta's HBCUs, with numbers.", "roles": ["universities"]}, {"text": "Programs name their sector focus in plain words on their own pages, and link to the sector page.", "roles": ["programs"]}], "off": [{"text": "Sector gatherings publish a recap page: who spoke, what was said, who's building.", "roles": ["programs", "media", "founders"]}, {"text": "Universities publish spinout and graduate-founder numbers every year.", "roles": ["universities"]}], "pages": [5], "measure": "Head-to-head results on sector strength and the university pipeline, and how often Atlanta is recommended in “best city for [sector]” answers.", "copy": [{"label": "Invite a company onto a sector page", "roles": ["programs", "media"], "text": "Subject: Atlanta [sector]: can we include [Company]?\n\nHi [name],\n\nPursueATL is publishing one page on Atlanta's [sector] companies, funds and programs. When AI compares cities on [sector], Atlanta rarely wins, even with companies like yours here. Could you confirm one line about [Company], the year you started, and a link?\n\nFor example: “[Company] ([year]) builds [what] for [who]. [link]”\n\nThank you,\n[name]"}, {"label": "University spinout line", "roles": ["universities"], "text": "[University] has helped launch [number] startups since [year], including [Company], [Company] and [Company]. Founders can start at [program] ([link])."}, {"label": "Event recap, for any gathering", "roles": ["programs", "media", "founders"], "text": "[Event], [date], at [venue], Atlanta. [Number] founders and investors heard [speakers] on [topic]. Three takeaways: [one], [two], [three]. Hosted by [organization] with [partners]. Next: [link]."}]}, {"n": 4, "title": "Speak to engineers and investors", "short": "The two audiences who hear Atlanta least", "why": "Senior engineers hear Atlanta recommended in 3 of 44 answers; Austin in 11. Investors and LPs comparing regions hear it in 7 of 84; Austin in 17. Founders raising money: 7 of 76, against 11. Atlanta already wins with founders who are relocating (43 against 40) and with site selectors (17 against 7).", "links": [{"href": "#/city", "label": "See who hears Atlanta, asker by asker"}], "web": [{"text": "A “build your career in Atlanta tech” page: pay against cost of living, the companies hiring senior roles, the communities to join.", "roles": ["programs", "city"]}, {"text": "A running record of Series A rounds led by Atlanta funds, confirmed by the funds.", "roles": ["programs"]}, {"text": "Job posts say Atlanta in the title and the first line.", "roles": ["founders"]}], "off": [{"text": "An investor week around Venture Atlanta: coastal funds and LPs meet Atlanta companies, with a Series A roundtable.", "roles": ["city", "programs"]}, {"text": "Engineering meetups publish their talks and a recap page.", "roles": ["founders", "media"]}], "pages": [3, 4], "measure": "How often senior engineers (3 of 44 today) and investors (7 of 84) hear Atlanta recommended.", "copy": [{"label": "Job post, first lines", "roles": ["founders"], "text": "[Company] is hiring a [role] in Atlanta. We're an Atlanta-based team of [number] building [what] for [who], backed by [investors]. The role pays [range], and you'll work from [neighborhood or office]."}, {"label": "Investor week invitation", "roles": ["city", "programs"], "text": "Subject: Atlanta investor week, [dates]\n\nHi [name],\n\n[Organization] is hosting investors in Atlanta during Venture Atlanta, [dates]: company visits, founder dinners and a Series A roundtable with [local funds]. [One sourced fact about Atlanta's rounds or exits.]\n\nWould you join us? Details: [link]\n\n[name]"}, {"label": "Series A record, for a fund's own page", "roles": ["programs"], "text": "[Fund] has led Series A rounds in [Company] ([year]), [Company] ([year]) and [Company] ([year]). We lead rounds of [range] for [stage and sector] companies in [region]. Pitch us at [link]."}]}, {"n": 5, "title": "Connect the ecosystem's own pages", "short": "Every door described, listed and linked", "why": "Inside Atlanta, ATDC and Atlanta Tech Village take 45% of every recommendation, and 12 organizations are never recommended. When an answer cites an organization's own site, the engines recommend it 29% of the time; without it, 9%. The eight lists they cite most leave Atlanta organizations out in 45 places.", "evidence": [{"key": "elig", "label": "Read why the engines pass organizations over"}], "links": [{"href": "#/sources", "label": "See who's missing where"}], "web": [{"text": "Every program and fund publishes a plain “who we're for” block: stage, terms, sectors, how to apply, when they reply.", "roles": ["programs"]}, {"text": "Every page that says no points to the Atlanta options that fit, and to the comparison page.", "roles": ["programs"]}, {"text": "Ask to be added to the lists that leave you out. Each organization's page names its own.", "roles": ["programs"]}, {"text": "Event pages stay public, one page per event, saying who it's for.", "roles": ["programs"]}, {"text": "Organization and event markup on your site, so the engines read your name, place and events without guessing.", "roles": ["programs"]}], "off": [{"text": "Founders say Atlanta in their bios, launches and podcast introductions.", "roles": ["founders"]}, {"text": "Local press writes roundups that name and link Atlanta organizations.", "roles": ["media"]}], "pages": [1, 6], "measure": "How many of the 45 gaps on the most-cited lists are filled, and how many organizations beyond ATDC and Atlanta Tech Village are recommended.", "copy": [{"label": "The “who we're for” block", "roles": ["programs"], "text": "Who we're for: [stage] founders building [what] in [where]. What it takes: [criteria: revenue, team, equity, fee or check size]. How to apply: [link]; we reply within [time]. Not a fit? [Atlanta partner] backs [who they back], or compare every Atlanta program and fund at [comparison page link]."}, {"label": "The referral line", "roles": ["programs"], "text": "Not the right fit for [Organization]? [Atlanta partner] backs [who they back]. See every Atlanta program and fund compared at [comparison page link]."}, {"label": "Ask a list to add you", "roles": ["programs"], "text": "Subject: Adding [Organization] to your Atlanta [category] list\n\nHi [name],\n\nYour page “[list title]” is one of the sources AI assistants cite when founders ask about Atlanta's [category]. [Organization] is an Atlanta [type] that [one line on who you serve and what they get]. [A notable company or outcome.] Details: [link].\n\nWould you consider adding us? Glad to send anything you need.\n\n[name], [title]"}, {"label": "Founder bio line", "roles": ["founders"], "text": "[Name] is building [Company] in Atlanta. [Company] [what it does] for [who]."}, {"label": "Organization markup, for your web team", "roles": ["programs"], "code": true, "note": "Paste into the <head> of your home page. It tells the engines your name, place and profiles in a form they read directly.", "text": "<script type=\"application/ld+json\">\n{\n  \"@context\": \"https://schema.org\",\n  \"@type\": \"Organization\",\n  \"name\": \"[Organization]\",\n  \"url\": \"[https://your-site]\",\n  \"description\": \"[One sentence: who you're for and what they get]\",\n  \"address\": { \"@type\": \"PostalAddress\", \"addressLocality\": \"Atlanta\", \"addressRegion\": \"GA\", \"addressCountry\": \"US\" },\n  \"sameAs\": [\"[LinkedIn URL]\", \"[Crunchbase URL]\"]\n}\n</script>"}]}, {"n": 6, "title": "Measure it, in public", "short": "The same questions in December, published either way", "why": "We think current, connected pages that answer the questions people really ask will be used by the engines more often. We don't know that yet. The re-measure is the test.", "links": [{"href": "#/method", "label": "How we measured"}], "web": [{"text": "PursueATL publishes its predictions before the re-measure: what should move, and by how much.", "roles": ["all"]}, {"text": "Control questions none of this work touches, to tell our effect from the engines' own changes.", "roles": ["all"]}], "off": [{"text": "Every organization tells PursueATL what it shipped and when, so results can be traced to the work.", "roles": ["programs", "city", "universities", "media", "founders"]}], "measure": "The same 300 questions, four engines, the week of December 7 (to be confirmed). Results published in January.", "copy": [{"label": "Tell PursueATL what you shipped", "roles": ["all"], "to": "hello@pursueatl.com", "text": "Subject: [Organization]: what we shipped for the Atlanta plan\n\nHi PursueATL,\n\nThis month [Organization] [published our “who we're for” block / asked to be added to a list / linked the comparison page / sent our figures]. Links: [links].\n\n[name], [title]"}]}]}}, "cities": {"engines": {"chatgpt": {"atlanta": {"n": 125, "named": 111, "rec": 32, "ranked": 81, "top5": 50}, "austin": {"n": 125, "named": 103, "rec": 38, "ranked": 74, "top5": 67}}, "claude": {"atlanta": {"n": 125, "named": 70, "rec": 14, "ranked": 18, "top5": 9}, "austin": {"n": 125, "named": 88, "rec": 17, "ranked": 25, "top5": 24}}, "gemini": {"atlanta": {"n": 125, "named": 75, "rec": 13, "ranked": 13, "top5": 10}, "austin": {"n": 125, "named": 75, "rec": 7, "ranked": 13, "top5": 11}}, "perplexity": {"atlanta": {"n": 125, "named": 83, "rec": 18, "ranked": 30, "top5": 12}, "austin": {"n": 125, "named": 86, "rec": 24, "ranked": 34, "top5": 22}}}, "rows": [{"id": "sf_bay", "name": "San Francisco Bay Area", "all": {"n": 472, "named": 422, "rec": 139, "ranked": 111, "top5": 104, "named_pct": 89.4, "rec_pct": 29.4, "top5_pct": 94.0}, "neutral": {"n": 432, "named": 393, "rec": 137, "ranked": 101, "top5": 96, "named_pct": 91.0, "rec_pct": 31.7, 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496, "named": 181, "rec": 13, "ranked": 72, "top5": 29, "named_pct": 36.5, "rec_pct": 2.6, "top5_pct": 40.0}, "neutral": {"n": 456, "named": 157, "rec": 11, "ranked": 61, "top5": 20, "named_pct": 34.4, "rec_pct": 2.4, "top5_pct": 33.0}}, {"id": "dallas", "name": "Dallas", "all": {"n": 500, "named": 157, "rec": 17, "ranked": 64, "top5": 37, "named_pct": 31.4, "rec_pct": 3.4, "top5_pct": 58.0}, "neutral": {"n": 460, "named": 142, "rec": 13, "ranked": 55, "top5": 30, "named_pct": 30.9, "rec_pct": 2.8, "top5_pct": 55.0}}, {"id": "salt_lake_city", "name": "Salt Lake City", "all": {"n": 500, "named": 142, "rec": 3, "ranked": 49, "top5": 22, "named_pct": 28.4, "rec_pct": 0.6, "top5_pct": 45.0}, "neutral": {"n": 460, "named": 140, "rec": 3, "ranked": 49, "top5": 22, "named_pct": 30.4, "rec_pct": 0.7, "top5_pct": 45.0}}, {"id": "nashville", "name": "Nashville", "all": {"n": 500, "named": 130, "rec": 13, "ranked": 33, "top5": 17, "named_pct": 26.0, "rec_pct": 2.6, "top5_pct": 52.0}, "neutral": 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"neutral": {"n": 460, "named": 53, "rec": 1, "ranked": 14, "top5": 6, "named_pct": 11.5, "rec_pct": 0.2, "top5_pct": 43.0}}, {"id": "detroit", "name": "Detroit", "all": {"n": 500, "named": 48, "rec": 0, "ranked": 13, "top5": 3, "named_pct": 9.6, "rec_pct": 0.0, "top5_pct": 23.0}, "neutral": {"n": 460, "named": 45, "rec": 0, "ranked": 13, "top5": 3, "named_pct": 9.8, "rec_pct": 0.0, "top5_pct": 23.0}}, {"id": "huntsville", "name": "Huntsville", "all": {"n": 500, "named": 44, "rec": 1, "ranked": 12, "top5": 3, "named_pct": 8.8, "rec_pct": 0.2, "top5_pct": 25.0}, "neutral": {"n": 460, "named": 40, "rec": 1, "ranked": 10, "top5": 1, "named_pct": 8.7, "rec_pct": 0.2, "top5_pct": 10.0}}, {"id": "philadelphia", "name": "Philadelphia", "all": {"n": 500, "named": 42, "rec": 0, "ranked": 19, "top5": 2, "named_pct": 8.4, "rec_pct": 0.0, "top5_pct": 11.0}, "neutral": {"n": 460, "named": 41, "rec": 0, "ranked": 19, "top5": 2, "named_pct": 8.9, "rec_pct": 0.0, "top5_pct": 11.0}}, {"id": "tampa", "name": "Tampa", "all": {"n": 500, "named": 31, "rec": 0, "ranked": 3, "top5": 1, "named_pct": 6.2, "rec_pct": 0.0, "top5_pct": 33.0}, "neutral": {"n": 460, "named": 31, "rec": 0, "ranked": 3, "top5": 1, "named_pct": 6.7, "rec_pct": 0.0, "top5_pct": 33.0}}], "atlanta_rank_buckets": {"6th-10th": 46, "below 10th": 15, "4th-5th": 25, "1st": 28, "2nd-3rd": 28}, "ranked_above_atlanta": [{"name": "Austin", "answers": 76}, {"name": "New York City", "answers": 66}, {"name": "Boston", "answers": 56}, {"name": "San Francisco Bay Area", "answers": 54}, {"name": "Chicago", "answers": 51}, {"name": "Seattle", "answers": 44}], "pairwise": {"austin": {"name": "Austin", "atlanta_above": 17, "atlanta_below": 76}, "raleigh_durham": {"name": "Raleigh-Durham", "atlanta_above": 45, "atlanta_below": 31}, "denver": {"name": "Denver", "atlanta_above": 30, "atlanta_below": 36}, "miami": {"name": "Miami", "atlanta_above": 32, "atlanta_below": 23}, "nashville": {"name": "Nashville", "atlanta_above": 20, "atlanta_below": 4}}, "h2h": [{"id": "miami", "name": "Miami", "won": 17, "tied": 3, "lost": 0, "no_verdict": 0}, {"id": "nashville", "name": "Nashville", "won": 13, "tied": 5, "lost": 2, "no_verdict": 0}, {"id": "denver", "name": "Denver", "won": 11, "tied": 6, "lost": 2, "no_verdict": 1}, {"id": "austin", "name": "Austin", "won": 7, "tied": 5, "lost": 7, "no_verdict": 1}, {"id": "raleigh_durham", "name": "Raleigh-Durham", "won": 5, "tied": 6, "lost": 9, "no_verdict": 0}], "h2h_raw": {"atlanta": 53, "peer": 20, "tie": 25, "no_verdict": 2}, "families": [{"id": "capital", "label": "Where to raise", "answers": 80, "atlanta": {"n": 80, "named": 54, "rec": 7, "ranked": 29, "top5": 11}, "austin": {"n": 80, "named": 61, "rec": 13, "ranked": 36, "top5": 28}, "leaders": [{"name": "San Francisco Bay Area", "rec": 37}, {"name": "New York City", "rec": 20}, {"name": "Boston", "rec": 15}]}, {"id": "differentiator", "label": "Built around Atlanta's strengths", "answers": 40, "atlanta": {"n": 40, "named": 36, "rec": 23, "ranked": 16, "top5": 11}, "austin": {"n": 40, "named": 11, "rec": 2, "ranked": 2, "top5": 2}, "leaders": [{"name": "Atlanta", "rec": 23}, {"name": "New York City", "rec": 10}, {"name": "Chicago", "rec": 5}]}, {"id": "founder_decision", "label": "Where to start a company", "answers": 80, "atlanta": {"n": 80, "named": 55, "rec": 13, "ranked": 23, "top5": 23}, "austin": {"n": 80, "named": 54, "rec": 19, "ranked": 19, "top5": 19}, "leaders": [{"name": "Austin", "rec": 19}, {"name": "Raleigh-Durham", "rec": 15}, {"name": "Atlanta", "rec": 13}]}, {"id": "naked_ranking", "label": "Top hubs, unprompted", "answers": 80, "atlanta": {"n": 80, "named": 52, "rec": 5, "ranked": 23, "top5": 7}, "austin": {"n": 80, "named": 76, "rec": 16, "ranked": 38, "top5": 29}, "leaders": [{"name": "San Francisco Bay Area", "rec": 47}, {"name": "New York City", "rec": 24}, {"name": "Austin", "rec": 16}]}, {"id": "sector_conditional", "label": "Best city for a sector", "answers": 120, "atlanta": {"n": 120, "named": 74, "rec": 21, "ranked": 29, "top5": 18}, "austin": {"n": 120, "named": 66, "rec": 8, "ranked": 21, "top5": 19}, "leaders": [{"name": "San Francisco Bay Area", "rec": 23}, {"name": "Atlanta", "rec": 21}, {"name": "New York City", "rec": 21}]}, {"id": "talent", "label": "Where to hire", "answers": 60, "atlanta": {"n": 60, "named": 43, "rec": 8, "ranked": 18, "top5": 7}, "austin": {"n": 60, "named": 51, "rec": 14, "ranked": 21, "top5": 18}, "leaders": [{"name": "San Francisco Bay Area", "rec": 22}, {"name": "Austin", "rec": 14}, {"name": "Atlanta", "rec": 8}]}, {"id": "trajectory", "label": "Which hubs are rising", "answers": 40, "atlanta": {"n": 40, "named": 25, "rec": 0, "ranked": 4, "top5": 4}, "austin": {"n": 40, "named": 33, "rec": 14, "ranked": 9, "top5": 9}, "leaders": [{"name": "Austin", "rec": 14}, {"name": "Raleigh-Durham", "rec": 9}, {"name": "Dallas", "rec": 7}]}], "askers": [{"id": "founder_raising", "answers": 76, "atlanta": {"n": 76, "named": 49, "rec": 7, "ranked": 23, "top5": 9}, "austin": {"n": 76, "named": 53, "rec": 11, "ranked": 26, "top5": 19}}, {"id": "investor_lp", "answers": 84, "atlanta": {"n": 84, "named": 57, "rec": 7, "ranked": 24, "top5": 12}, "austin": {"n": 84, "named": 73, "rec": 17, "ranked": 34, "top5": 27}}, {"id": "relocating_founder", "answers": 220, "atlanta": {"n": 220, "named": 147, "rec": 43, "ranked": 57, "top5": 41}, "austin": {"n": 220, "named": 147, "rec": 40, "ranked": 56, "top5": 55}}, {"id": "senior_engineer", "answers": 44, "atlanta": {"n": 44, "named": 25, "rec": 3, "ranked": 9, "top5": 3}, "austin": {"n": 44, "named": 36, "rec": 11, "ranked": 15, "top5": 14}}, {"id": "site_selector", "answers": 76, "atlanta": {"n": 76, "named": 61, "rec": 17, "ranked": 29, "top5": 16}, "austin": {"n": 76, "named": 43, "rec": 7, "ranked": 15, "top5": 9}}], "reasons": {"atlanta": [["fintech_corridor", 231], ["cost_of_living", 175], ["talent_pool", 153], ["georgia_tech", 151], ["fortune_500_density", 133], ["logistics_hub", 124], ["growing_momentum", 85], ["airport_connectivity", 76], ["capital_availability", 71], ["black_founder_ecosystem", 39], ["hbcu_pipeline", 34], ["film_and_media", 16]], "austin": [["talent_pool", 207], ["growing_momentum", 190], ["cost_of_living", 154], ["capital_availability", 117], ["state_tax_incentives", 91], ["quality_of_life", 18], ["no_reason_given", 16], ["fortune_500_density", 9], ["film_and_media", 6], ["airport_connectivity", 6]], "raleigh_durham": [["talent_pool", 218], ["cost_of_living", 156], ["growing_momentum", 69], ["capital_availability", 26], ["no_reason_given", 13], ["quality_of_life", 10], ["hbcu_pipeline", 6], ["airport_connectivity", 2], ["state_tax_incentives", 2], ["fortune_500_density", 1]], "miami": [["growing_momentum", 120], ["fintech_corridor", 118], ["capital_availability", 68], ["state_tax_incentives", 44], ["quality_of_life", 20], ["no_reason_given", 16], ["airport_connectivity", 9], ["talent_pool", 8], ["cost_of_living", 8], ["logistics_hub", 5], ["film_and_media", 3], ["black_founder_ecosystem", 1]]}}, "ecosystem": {"answers": 760, "roster": 63, "recommendations": 647, "never_recommended": ["Alkaloid Networks", "Atlanta Inno", "Biltmore Innovation Center", "Center for Civic Innovation", "Clark Atlanta University", "Cox Enterprises", "CreateATL", "Hatchbridge", "Knoll Ventures", "Morehouse College", "Noro-Moseley Partners", "Plywood People", "Silicon Road Ventures", "South Downtown", "Spelman College", "Switchyards", "Women in Technology"], "whitespace": [{"id": "series_a_cliff", "answers": 24, "org_picked": 3, "no_org_named": 1, "example": "My Atlanta SaaS company is at $2M ARR and raising a Series A. Do I have to go to New York or the Bay Area for the lead?"}, {"id": "talent_poached", "answers": 24, "org_picked": 5, "no_org_named": 6, "example": "What is the best way to hire senior engineers in Atlanta without paying Bay Area salaries?"}, {"id": "no_national_visibility", "answers": 32, "org_picked": 8, "no_org_named": 1, "example": "Atlanta is known for payments. What support exists specifically for a fintech startup there?"}, {"id": "preseed_skew", "answers": 16, "org_picked": 6, "no_org_named": 1, "example": "Is there anything in Atlanta for founders who are already past product-market fit, or is it all pre-seed programming?"}, {"id": "space_not_program", "answers": 36, "org_picked": 18, "no_org_named": 2, "example": "Where in Atlanta do early-stage tech founders actually work day to day?"}, {"id": "inclusion_gap", "answers": 60, "org_picked": 33, "no_org_named": 0, "example": "A Black woman founder in Atlanta raising $1M: who realistically writes that check?"}, {"id": "no_investor_path", "answers": 72, "org_picked": 43, "no_org_named": 4, "example": "Who actually leads seed rounds for Atlanta software startups?"}, {"id": "no_front_door", "answers": 120, "org_picked": 78, "no_org_named": 1, "example": "Compare the main startup incubators and accelerators in metro Atlanta. What is each one actually best at?"}]}, "orgs": [{"id": "atdc", "slug": "atdc", "name": "ATDC", "type": "program", "n": 760, "named": 461, "rec": 168, "named_pct": 60.7, "rec_pct": 22.1, "families": [{"id": "program_selection", "label": "Choosing a program", "named": 93, "rec": 41}, {"id": "sector", "label": "Sector fit", "named": 66, "rec": 38}, {"id": "front_door", "label": "Where to start", "named": 62, "rec": 24}, {"id": "university_pipeline", "label": "Universities and students", "named": 47, "rec": 8}, {"id": "space_community", "label": "Space and community", "named": 39, "rec": 9}, {"id": "capital_path", "label": "Raising money", "named": 38, "rec": 11}, {"id": "talent", "label": "Hiring and cofounders", "named": 38, "rec": 10}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 31, "rec": 13}, {"id": "public_sector", "label": "City and state support", "named": 31, "rec": 10}, {"id": "inclusion", "label": "Underrepresented founders", "named": 16, "rec": 4}], "instead": [{"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 37}, {"name": "Georgia Tech", "slug": "georgia-tech", "answers": 35}, {"name": "Georgia Tech CREATE-X", "slug": "georgia-tech-create-x", "answers": 19}, {"name": "Engage", "slug": "engage", "answers": 13}], "own_site_cited": 242, "quotes": [{"text": "For a tech startup at pre-seed, I'd start with ATDC even if you're not ready for its more advanced programs.", "engine": "chatgpt", "q": "Non-dilutive funding options for an early-stage Atlanta startup"}, {"text": "1. ATDC Investor Connect — probably the cleanest answer to your question.", "engine": "chatgpt", "q": "Which Atlanta organizations run real investor introduction programs rather than just pitch events?"}, {"text": "Someone at ATDC, especially Investor Connect. This may be one of the best first stops in Atlanta", "engine": "chatgpt", "q": "Who should an Atlanta founder talk to before their first raise?"}, {"text": "ATDC is probably the strongest match for tech startups... I'd start with ATDC, then Atlanta Tech Village.", "engine": "chatgpt", "q": "Which Atlanta groups help founders with fundraising strategy rather than writing the check themselves?"}], "passed": [{"strength": "cautioned", "q": "Consumer and direct-to-consumer startups in Atlanta: is there any support, or is it all B2B?", "qid": "atli_086", "family": "sector", "ev": "ATDC is one of Atlanta's major startup institutions, but its accelerator explicitly requires a technology component.", "char": "Major incubator but its accelerator requires a technology component, excluding many consumer brands", "engine": "chatgpt", "instead": ["Georgia Tech"]}, {"strength": "cautioned", "q": "Which Atlanta programs are built for revenue-generating companies rather than idea-stage founders?", "qid": "atli_039", "family": "program_selection", "ev": "programs like ATDC and CREATE-X skew earlier-stage/pre-seed ... so they wouldn't fit what you're looking for", "char": "Skews pre-seed/idea stage, so not a match for revenue-stage founders", "engine": "claude", "instead": ["Engage"]}, {"strength": "cautioned", "q": "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?", "qid": "atli_127", "family": "inclusion", "ev": "TechSquare Labs, ATDC, and similar incubator/accelerator infrastructure that touches Black founders but isn't itself a capital allocator.", "char": "Accelerator infrastructure, explicitly not a check writer", "engine": "claude", "instead": ["Collab Capital", "Fearless Fund"]}, {"strength": "cautioned", "q": "How do Atlanta's universities work together on startups, if at all?", "qid": "atlp_020", "family": "university_pipeline", "ev": "Georgia Tech's own programs — ATDC, CREATE-X, VentureLab, Quadrant-i — are the ecosystem's center of gravity, and they're single-institution.", "char": "Ecosystem center of gravity but explicitly single-institution, not collaborative", "engine": "claude", "instead": ["Emory University", "Georgia Tech"]}, {"strength": "listed", "q": "How does a pre-revenue Atlanta founder get in front of accredited angel investors?", "qid": "atli_002", "family": "capital_path", "ev": "Get inside ATDC at Georgia Tech.", "char": "Incubator whose Investor Connect program offers prep, advisors and curated investor intros", "engine": "chatgpt", "instead": ["Atlanta Technology Angels"]}, {"strength": "listed", "q": "Where do Atlanta's most active angel investors spend their time?", "qid": "atli_026", "family": "capital_path", "ev": "ATDC at Georgia Tech deliberately connects portfolio founders with angels, VCs and other capital providers", "char": "Georgia Tech incubator connecting founders to angels and VCs via Investor Connect", "engine": "chatgpt", "instead": ["Atlanta Tech Village", "Atlanta Technology Angels"]}, {"strength": "listed", "q": "Best Atlanta startup pitch competitions with real money attached", "qid": "atli_027", "family": "capital_path", "ev": "getting connected with ATDC and TiE Atlanta can put you in the pipeline for investor introductions and competitions", "char": "Connection that puts founders in the pipeline for investor intros and competitions", "engine": "chatgpt", "instead": ["Venture Atlanta"]}, {"strength": "listed", "q": "Free or low-cost startup programs in metro Atlanta", "qid": "atli_035", "family": "program_selection", "ev": "For a technology startup, I'd combine SBDC with ATDC.", "char": "Georgia's tech startup incubator for scalable software and hardware companies", "engine": "chatgpt", "instead": ["University of Georgia"]}, {"strength": "listed", "q": "I can only do one program this year. Which Atlanta accelerator gives me the best shot at a seed round?", "qid": "atli_036", "family": "program_selection", "ev": "ATDC ★★★★ You need longer-term company building rather than a fundraising sprint", "char": "Longer-term company building with coaching and investor connections, not a fundraising sprint", "engine": "chatgpt", "instead": ["Techstars Atlanta", "Engage"]}, {"strength": "listed", "q": "What Atlanta program should a solo founder with a working prototype apply to first?", "qid": "atli_044", "family": "program_selection", "ev": "my first stop would be ATDC, but probably ATDC Educate rather than Accelerate initially", "char": "Next stop for non-Tech founders, via ATDC Educate earlier-stage on-ramp", "engine": "chatgpt", "instead": ["Georgia Tech CREATE-X"]}], "own_pages": [{"url": "https://atdc.org/", "answers": 113}, {"url": "https://atdc.org/accelerate-program", "answers": 62}, {"url": "https://atdc.org/about-atdc", "answers": 32}, {"url": "https://atdc.org/signature-program", "answers": 30}, {"url": "https://atdc.org/atdc-around-georgia", "answers": 28}, {"url": "https://atdc.org/industry/fintech", "answers": 22}], "q_named": 152, "q_total": 190, "cite_split": {"cited": [242, 132], "uncited": [219, 36]}, "type_label": "Incubator (Georgia Tech)", "best_for": [{"id": "seed_founder_raising", "label": "I'm raising a pre-seed or seed round", "rec": 55}, {"id": "idea_stage_founder", "label": "I have an idea and no network yet", "rec": 39}, {"id": "relocating_founder", "label": "I'm moving my startup to Atlanta", "rec": 23}], "described": ["Incubator whose Investor Connect program offers prep, advisors and curated investor intros", "Supports 150+ companies; catalysts and Investor Connect make curated introductions", "Start here: free SBIR/STTR classes, proposal coaching, corporate pilot connections", "Investor Connect gives curated, readiness-based introductions; cleanest answer"], "fit_notes": ["Major incubator but its accelerator requires a technology component, excluding many consumer brands", "Skews pre-seed/idea stage, so not a match for revenue-stage founders", "Accelerator infrastructure, explicitly not a check writer"], "rec_rank": 1, "website": "https://atdc.org", "full_report": {"visibility_pct": 45.3, "published": "2026-07-31", "title": "ATDC", "moves_total": 50, "top_moves": [{"rank": 1, "title": "Production pages link and load assets from a public staging host (larab20.sg-host.com)"}, {"rank": 2, "title": "The 'Our Impact by the Numbers' block renders as zeros to non-JavaScript crawlers"}, {"rank": 3, "title": "The Events & Training Calendar page returns no event content and no H1 to crawlers"}]}, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who ATDC is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name ATDC in 461 of 760 answers, and the engines pick it in 168. When they pass it over, they usually give a reason, and 4 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://atdc.org/accelerate-program. The engines cited it in 62 of the answers that name ATDC.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Major incubator but its accelerator requires a technology component, excluding many consumer brands.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who ATDC is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Consumer and direct-to-consumer startups in Atlanta: is there any support, or is it all B2B?", "Which Atlanta programs are built for revenue-generating companies rather than idea-stage founders?", "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?", "How do Atlanta's universities work together on startups, if at all?"], "words": [{"text": "ATDC is one of Atlanta's major startup institutions, but its accelerator explicitly requires a technology component.", "engine": "ChatGPT", "q": "Consumer and direct-to-consumer startups in Atlanta: is there any support, or is it all B2B?"}, {"text": "programs like ATDC and CREATE-X skew earlier-stage/pre-seed ... so they wouldn't fit what you're looking for", "engine": "Claude", "q": "Which Atlanta programs are built for revenue-generating companies rather than idea-stage founders?"}, {"text": "TechSquare Labs, ATDC, and similar incubator/accelerator infrastructure that touches Black founders but isn't itself a capital allocator.", "engine": "Claude", "q": "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?"}], "page": "https://atdc.org/accelerate-program", "check": "In December we ask the same questions again. On these questions, watch whether the engines describe ATDC the way this page does.", "n": 1, "id": "atdc-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders ATDC can't take to Georgia Tech and Engage", "who": "Program or fund lead", "time": "10 min", "why": "In the answers where the engines turned founders away from ATDC for fit, they sent them to Georgia Tech and Engage instead. A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let Georgia Tech know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for ATDC? Georgia Tech and Engage are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "Georgia Tech", "slug": "georgia-tech", "answers": 2}, {"name": "Engage", "slug": "engage", "answers": 1}], "questions": ["Consumer and direct-to-consumer startups in Atlanta: is there any support, or is it all B2B?", "Which Atlanta programs are built for revenue-generating companies rather than idea-stage founders?", "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?", "How do Atlanta's universities work together on startups, if at all?", "How does a pre-revenue Atlanta founder get in front of accredited angel investors?"], "words": [], "check": "In December, watch the answers that turn founders away from ATDC: do they name an Atlanta option next?", "n": 2, "id": "atdc-referral-2", "status": "open"}, {"kind": "lists", "title": "Get ATDC onto the 2 most-cited Atlanta lists it's missing from", "who": "Marketing or communications lead", "time": "10 min", "why": "When founders ask about Atlanta's ecosystem, the engines lean on a handful of lists far more than on anyone's own site. We read the eight they cite most on September 13, 2026. ATDC isn't on these.", "helps": "Every accurate listing makes the whole ecosystem easier for the engines to describe.", "steps": ["Startup Atlanta Guide: Funding and Capital (37 citations): https://guide.startupatlanta.com/funding-capital", "Startup Atlanta Guide: Inclusive Innovation (19 citations): https://guide.startupatlanta.com/inclusive-innovation", "Some are short “top five” lists. Ask anyway, and ask to be considered for the next update."], "lists": [{"title": "Startup Atlanta Guide: Funding and Capital", "url": "https://guide.startupatlanta.com/funding-capital", "reach": "37 citations"}, {"title": "Startup Atlanta Guide: Inclusive Innovation", "url": "https://guide.startupatlanta.com/inclusive-innovation", "reach": "19 citations"}], "copy": {"label": "A note to each editor", "text": "Hi, your page “[list title]” is one of the sources AI assistants cite when founders ask about Atlanta's startup ecosystem. ATDC isn't on it yet. ATDC [one sentence on who you serve and what founders get]. Details are at [your page]. Glad to send anything you need for your next update. Thank you, [name], ATDC"}, "questions": [], "words": [], "check": "We re-read the same lists before the December re-measure and mark what changed.", "n": 3, "id": "atdc-lists-3", "status": "open"}, {"kind": "shared", "title": "Help write “Who leads Series A rounds in Atlanta”", "shared_page": 3, "who": "Leadership, with whoever holds the numbers", "time": "1 hr", "why": "Only 1 of 24 answers about the gap between seed and Series A recommends one of the organizations we track. Atlanta funds that do lead A rounds are not on the record the engines read.", "helps": "PursueATL writes and maintains the page. You add what only you know, and it links back to you.", "steps": ["What the page will hold: A running record of Series A rounds led by Atlanta funds: company, lead, amount, date. Confirmed by the funds.", "PursueATL sends a draft. You check your part, correct it, and add the one or two facts only you can confirm.", "Link to the page from yours once it is live."], "questions": [], "words": [], "check": "The re-measure checks the questions this page is written for.", "n": 4, "id": "atdc-shared-4", "status": "open"}, {"kind": "verify", "title": "Check ATDC's row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. That's it."], "questions": [], "words": [], "check": "The re-measure checks whether the engines describe your terms correctly.", "n": 5, "id": "atdc-verify-5", "status": "open"}, {"kind": "study", "title": "Start with the first move in ATDC's own study", "who": "See each move", "time": "Varies", "why": "ATDC's own study asked ATDC's buyers' questions and wrote a ranked plan. These are its first moves.", "helps": "The shared plan and your own plan point the same way. These are the moves only you can make.", "steps": ["01 · Production pages link and load assets from a public staging host (larab20.sg-host.com)", "02 · The 'Our Impact by the Numbers' block renders as zeros to non-JavaScript crawlers", "03 · The Events & Training Calendar page returns no event content and no H1 to crawlers"], "questions": [], "words": [], "check": "Your own study is re-measured on its own questions.", "n": 6, "id": "atdc-study-6", "status": "open"}], "cited_with": [{"d": "atdc.org", "n": 242, "own": true}, {"d": "atlantatechvillage.com", "n": 146, "own": false}, {"d": "guide.startupatlanta.com", "n": 94, "own": false}, {"d": "ventureatlanta.org", "n": 80, "own": false}, {"d": "peony.ink", "n": 77, "own": false}, {"d": "startupacceleratorlist.com", "n": 66, "own": false}], "by_engine": {"chatgpt": [190, 114, 48], "claude": [190, 108, 32], "gemini": [190, 122, 25], "perplexity": [190, 117, 63]}}, {"id": "atlanta_tech_village", "slug": "atlanta-tech-village", "name": "Atlanta Tech Village", "type": "space", "n": 760, "named": 351, "rec": 92, "named_pct": 46.2, "rec_pct": 12.1, "families": [{"id": "front_door", "label": "Where to start", "named": 72, "rec": 26}, {"id": "program_selection", "label": "Choosing a program", "named": 56, "rec": 2}, {"id": "space_community", "label": "Space and community", "named": 53, "rec": 33}, {"id": "talent", "label": "Hiring and cofounders", "named": 39, "rec": 11}, {"id": "capital_path", "label": "Raising money", "named": 33, "rec": 8}, {"id": "sector", "label": "Sector fit", "named": 32, "rec": 3}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 25, "rec": 7}, {"id": "inclusion", "label": "Underrepresented founders", "named": 20, "rec": 2}, {"id": "university_pipeline", "label": "Universities and students", "named": 12, "rec": 0}, {"id": "public_sector", "label": "City and state support", "named": 9, "rec": 0}], "instead": [{"name": "ATDC", "slug": "atdc", "answers": 69}, {"name": "Georgia Tech", "slug": "georgia-tech", "answers": 25}, {"name": "Engage", "slug": "engage", "answers": 18}, {"name": "Georgia Tech CREATE-X", "slug": "georgia-tech-create-x", "answers": 11}], "own_site_cited": 168, "quotes": [{"text": "unusually explicit about the distinction you're making: they say they schedule actual meetings with VCs", "engine": "chatgpt", "q": "Which Atlanta organizations run real investor introduction programs rather than just pitch events?"}, {"text": "Atlanta Tech Village is particularly useful for practical fundraising coaching.", "engine": "chatgpt", "q": "Which Atlanta groups help founders with fundraising strategy rather than writing the check themselves?"}, {"text": "The highest-signal place is Atlanta Tech Village - Buckhead.", "engine": "chatgpt", "q": "Where do Atlanta's most active angel investors spend their time?"}, {"text": "If you're $5M+, I'd put Growth Table/Endeavor and EO-style peer networks above almost all of the conventional accelerator programming.", "engine": "chatgpt", "q": "Is there anything in Atlanta for founders who are already past product-market fit, or is it all pre-seed programming?"}], "passed": [{"strength": "cautioned", "q": "Which Atlanta startup programs actually lead to customer introductions?", "qid": "atli_053", "family": "program_selection", "ev": "useful, but more relationship-driven than guaranteed matchmaking ... So I'd rank it below Engage/ATDC specifically for customer acquisition.", "char": "Big network but no guaranteed buyer matchmaking; Growth Table is the exception", "engine": "chatgpt", "instead": ["Engage"]}, {"strength": "cautioned", "q": "Who in Atlanta actually helps first-time founders, as opposed to just hosting events?", "qid": "atli_058", "family": "front_door", "ev": "I would not make “attend more startup events” your default strategy. Organizations such as Atlanta Ventures and the broader Atlanta Tech Village ecosystem", "char": "Networking ecosystem, not a substitute for repeated individual business coaching", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "cautioned", "q": "Consumer and direct-to-consumer startups in Atlanta: is there any support, or is it all B2B?", "qid": "atli_086", "family": "sector", "ev": "Even Atlanta Tech Village's current \"It Takes a Village\" program explicitly excludes CPG and requires a technology focus.", "char": "Its It Takes a Village program excludes CPG and requires tech focus", "engine": "chatgpt", "instead": ["Georgia Tech"]}, {"strength": "cautioned", "q": "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?", "qid": "atli_127", "family": "inclusion", "ev": "Atlanta Tech Village — founder community, space, connections; not a VC fund itself.", "char": "Community and space often mistaken for an investor; not a VC fund", "engine": "chatgpt", "instead": ["Fearless Fund", "Valor Ventures"]}, {"strength": "cautioned", "q": "Do Atlanta incubators actually help you raise, or is it mostly workshops?", "qid": "atli_038", "family": "program_selection", "ev": "The community-only ones (ATV's ITV, most niche 12-weekers) are legitimately closer to workshops", "char": "Its ITV pre-accelerator is community and structure, not funding", "engine": "claude", "instead": ["Techstars Atlanta"]}, {"strength": "cautioned", "q": "Which Atlanta programs include real mentorship from operators who have actually exited a company?", "qid": "atli_043", "family": "program_selection", "ev": "Techstars Atlanta and Atlanta Tech Village both emphasize mentorship networks, but their public materials describe them more generically", "char": "Emphasizes mentor networks but gives no evidence of exited operators", "engine": "claude", "instead": ["Tech North Atlanta"]}, {"strength": "cautioned", "q": "Which metro Atlanta suburbs have their own startup incubators worth applying to?", "qid": "atli_050", "family": "program_selection", "ev": "ATDC, Techstars Atlanta, Atlanta Tech Village — are all in the city proper (Midtown), not the suburbs", "char": "City-proper hub excluded because it is not suburban", "engine": "claude", "instead": ["Tech North Atlanta"]}, {"strength": "cautioned", "q": "Which Atlanta accelerator is worth the equity for a B2B SaaS company at $20k MRR?", "qid": "atli_031", "family": "program_selection", "ev": "Use as community/workspace, not as an equity-for-acceleration decision", "char": "Community and workspace membership, not an equity-for-acceleration decision at this stage", "engine": "perplexity", "instead": ["Engage", "ATDC"]}, {"strength": "cautioned", "q": "Free or low-cost startup programs in metro Atlanta", "qid": "atli_035", "family": "program_selection", "ev": "it is not generally a free accelerator-ask about scholarships, community programming, and current pricing", "char": "Membership community with events, but not free; ask about scholarships and pricing", "engine": "perplexity", "instead": ["ATDC", "Start:ME Atlanta"]}, {"strength": "cautioned", "q": "I can only do one program this year. Which Atlanta accelerator gives me the best shot at a seed round?", "qid": "atli_036", "family": "program_selection", "ev": "Valuable for execution and local network, but generally less likely than Techstars or Engage to move an institutional seed round on its own.", "char": "Good for community and early traction but unlikely on its own to drive an institutional seed", "engine": "perplexity", "instead": ["Techstars Atlanta", "Engage"]}], "own_pages": [{"url": "https://atlantatechvillage.com/", "answers": 80}, {"url": "https://atlantatechvillage.com/programs/it-takes-a-village", "answers": 24}, {"url": "https://atlantatechvillage.com/programs/atlanta-startup-village", "answers": 22}, {"url": "https://atlantatechvillage.com/events", "answers": 17}, {"url": "https://atlantatechvillage.com/our-story", "answers": 10}, {"url": "https://atlantatechvillage.com/meet-our-team", "answers": 10}], "q_named": 131, "q_total": 190, "cite_split": {"cited": [168, 59], "uncited": [183, 33]}, "type_label": "Space and community", "best_for": [{"id": "relocating_founder", "label": "I'm moving my startup to Atlanta", "rec": 30}, {"id": "idea_stage_founder", "label": "I have an idea and no network yet", "rec": 26}, {"id": "seed_founder_raising", "label": "I'm raising a pre-seed or seed round", "rec": 15}], "described": ["Founder community hub with recurring programming where founders congregate continuously", "It Takes A Village pre-accelerator pre-schedules actual VC meetings", "Advisor network of founders/operators plus free pitch practice and founder programming", "Advisor network and It Takes A Village program for pitch, modeling and curated VC meetings"], "fit_notes": ["Big network but no guaranteed buyer matchmaking; Growth Table is the exception", "Networking ecosystem, not a substitute for repeated individual business coaching", "Its It Takes a Village program excludes CPG and requires tech focus"], "rec_rank": 2, "website": "https://atlantatechvillage.com", "full_report": {"visibility_pct": 63.3, "published": "2026-09-06", "title": "http://atlantatechvillage.com AI Visibility Report", "moves_total": 22, "top_moves": [{"rank": 1, "title": "ATV Direct Comparison Content Hub"}, {"rank": 2, "title": "Affordability & Price Transparency Positioning"}, {"rank": 3, "title": "Investor Access & Capital Programming Content"}]}, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Atlanta Tech Village is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Atlanta Tech Village in 351 of 760 answers, and the engines pick it in 92. When they pass it over, they usually give a reason, and 10 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://atlantatechvillage.com/programs/it-takes-a-village. The engines cited it in 24 of the answers that name Atlanta Tech Village.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Big network but no guaranteed buyer matchmaking; Growth Table is the exception.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Atlanta Tech Village is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Which Atlanta startup programs actually lead to customer introductions?", "Who in Atlanta actually helps first-time founders, as opposed to just hosting events?", "Consumer and direct-to-consumer startups in Atlanta: is there any support, or is it all B2B?", "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?", "Do Atlanta incubators actually help you raise, or is it mostly workshops?"], "words": [{"text": "useful, but more relationship-driven than guaranteed matchmaking ... So I'd rank it below Engage/ATDC specifically for customer acquisition.", "engine": "ChatGPT", "q": "Which Atlanta startup programs actually lead to customer introductions?"}, {"text": "I would not make “attend more startup events” your default strategy. Organizations such as Atlanta Ventures and the broader Atlanta Tech Village ecosystem", "engine": "ChatGPT", "q": "Who in Atlanta actually helps first-time founders, as opposed to just hosting events?"}, {"text": "Even Atlanta Tech Village's current \"It Takes a Village\" program explicitly excludes CPG and requires a technology focus.", "engine": "ChatGPT", "q": "Consumer and direct-to-consumer startups in Atlanta: is there any support, or is it all B2B?"}], "page": "https://atlantatechvillage.com/programs/it-takes-a-village", "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Atlanta Tech Village the way this page does.", "n": 1, "id": "atlanta-tech-village-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Atlanta Tech Village can't take to Engage and ATDC", "who": "Program or fund lead", "time": "10 min", "why": "In the answers where the engines turned founders away from Atlanta Tech Village for fit, they sent them to Engage and ATDC instead. A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let Engage know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Atlanta Tech Village? Engage and ATDC are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "Engage", "slug": "engage", "answers": 3}, {"name": "ATDC", "slug": "atdc", "answers": 3}], "questions": ["Which Atlanta startup programs actually lead to customer introductions?", "Who in Atlanta actually helps first-time founders, as opposed to just hosting events?", "Consumer and direct-to-consumer startups in Atlanta: is there any support, or is it all B2B?", "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?", "Do Atlanta incubators actually help you raise, or is it mostly workshops?"], "words": [], "check": "In December, watch the answers that turn founders away from Atlanta Tech Village: do they name an Atlanta option next?", "n": 2, "id": "atlanta-tech-village-referral-2", "status": "open"}, {"kind": "lists", "title": "Get Atlanta Tech Village onto the 1 most-cited Atlanta list it's missing from", "who": "Marketing or communications lead", "time": "5 min", "why": "When founders ask about Atlanta's ecosystem, the engines lean on a handful of lists far more than on anyone's own site. We read the eight they cite most on September 13, 2026. Atlanta Tech Village isn't on these.", "helps": "Every accurate listing makes the whole ecosystem easier for the engines to describe.", "steps": ["Failory: Top 17 Accelerators and Incubators in Atlanta (44 answers): https://www.failory.com/startups/atlanta-accelerators-incubators", "Some are short “top five” lists. Ask anyway, and ask to be considered for the next update."], "lists": [{"title": "Failory: Top 17 Accelerators and Incubators in Atlanta", "url": "https://www.failory.com/startups/atlanta-accelerators-incubators", "reach": "44 answers"}], "copy": {"label": "A note to each editor", "text": "Hi, your page “[list title]” is one of the sources AI assistants cite when founders ask about Atlanta's startup ecosystem. Atlanta Tech Village isn't on it yet. Atlanta Tech Village [one sentence on who you serve and what founders get]. Details are at [your page]. Glad to send anything you need for your next update. Thank you, [name], Atlanta Tech Village"}, "questions": [], "words": [], "check": "We re-read the same lists before the December re-measure and mark what changed.", "n": 3, "id": "atlanta-tech-village-lists-3", "status": "open"}, {"kind": "shared", "title": "Help write “Hiring senior engineers in Atlanta”", "shared_page": 4, "who": "Leadership, with whoever holds the numbers", "time": "1 hr", "why": "In 15 of 24 answers about losing engineers to coastal offers, no Atlanta organization we track comes up at all.", "helps": "PursueATL writes and maintains the page. You add what only you know, and it links back to you.", "steps": ["What the page will hold: Senior salaries against cost of living, the companies hiring senior roles, and the Atlanta communities and programs where engineers and cofounders meet.", "PursueATL sends a draft. You check your part, correct it, and add the one or two facts only you can confirm.", "Link to the page from yours once it is live."], "questions": [], "words": [], "check": "The re-measure checks the questions this page is written for.", "n": 4, "id": "atlanta-tech-village-shared-4", "status": "open"}, {"kind": "shared", "title": "Help write “Moving your startup to Atlanta”", "shared_page": 6, "who": "Leadership, with whoever holds the numbers", "time": "1 hr", "why": "When a founder asks about relocating here, the engines already point to Atlanta Tech Village first, but no single page walks a newcomer through where to plug in.", "helps": "PursueATL writes and maintains the page. You add what only you know, and it links back to you.", "steps": ["What the page will hold: A first-90-days guide for a founder moving to Atlanta: where to work, whom to meet, which programs fit which stage, how to find capital.", "PursueATL sends a draft. You check your part, correct it, and add the one or two facts only you can confirm.", "Link to the page from yours once it is live."], "questions": [], "words": [], "check": "The re-measure checks the questions this page is written for.", "n": 5, "id": "atlanta-tech-village-shared-5", "status": "open"}, {"kind": "verify", "title": "Check Atlanta Tech Village's row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. That's it."], "questions": [], "words": [], "check": "The re-measure checks whether the engines describe your terms correctly.", "n": 6, "id": "atlanta-tech-village-verify-6", "status": "open"}, {"kind": "study", "title": "Start with the first move in Atlanta Tech Village's own study", "who": "See each move", "time": "Varies", "why": "Atlanta Tech Village's own study asked Atlanta Tech Village's buyers' questions and wrote a ranked plan. These are its first moves.", "helps": "The shared plan and your own plan point the same way. These are the moves only you can make.", "steps": ["01 · ATV Direct Comparison Content Hub", "02 · Affordability & Price Transparency Positioning", "03 · Investor Access & Capital Programming Content"], "questions": [], "words": [], "check": "Your own study is re-measured on its own questions.", "n": 7, "id": "atlanta-tech-village-study-7", "status": "open"}], "cited_with": [{"d": "atlantatechvillage.com", "n": 168, "own": true}, {"d": "atdc.org", "n": 141, "own": false}, {"d": "ventureatlanta.org", "n": 72, "own": false}, {"d": "guide.startupatlanta.com", "n": 70, "own": false}, {"d": "peony.ink", "n": 57, "own": false}, {"d": "linkedin.com", "n": 47, "own": false}], "by_engine": {"chatgpt": [190, 93, 27], "claude": [190, 82, 25], "gemini": [190, 93, 14], "perplexity": [190, 83, 26]}}, {"id": "georgia_tech", "slug": "georgia-tech", "name": "Georgia Tech", "type": "university", "n": 760, "named": 527, "rec": 67, "named_pct": 69.3, "rec_pct": 8.8, "families": [{"id": "program_selection", "label": "Choosing a program", "named": 77, "rec": 0}, {"id": "university_pipeline", "label": "Universities and students", "named": 76, "rec": 34}, {"id": "sector", "label": "Sector fit", "named": 72, "rec": 4}, {"id": "front_door", "label": "Where to start", "named": 61, "rec": 1}, {"id": "talent", "label": "Hiring and cofounders", "named": 53, "rec": 16}, {"id": "capital_path", "label": "Raising money", "named": 49, "rec": 2}, {"id": "space_community", "label": "Space and community", "named": 44, "rec": 0}, {"id": "public_sector", "label": "City and state support", "named": 41, "rec": 2}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 37, "rec": 7}, {"id": "inclusion", "label": "Underrepresented founders", "named": 17, "rec": 1}], "instead": [{"name": "ATDC", "slug": "atdc", "answers": 140}, {"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 76}, {"name": "Engage", "slug": "engage", "answers": 29}, {"name": "Georgia Tech CREATE-X", "slug": "georgia-tech-create-x", "answers": 20}], "own_site_cited": 132, "quotes": [{"text": "The strongest exception right now is CPG, especially food & beverage. Georgia Tech's Food & Beverage Accelerator is explicitly built for physical consumer products", "engine": "chatgpt", "q": "Consumer and direct-to-consumer startups in Atlanta: is there any support, or is it all B2B?"}, {"text": "Georgia Tech is a major engineering talent anchor for Atlanta startups.", "engine": "chatgpt", "q": "Where do Atlanta startups source their first five engineering hires?"}, {"text": "1. Georgia Institute of Technology (Georgia Tech)\n\nBest overall for technical founders and high-end engineers.", "engine": "chatgpt", "q": "Which Atlanta universities and bootcamps produce startup-ready engineers?"}, {"text": "Georgia Tech + CREATE-X — strongest source for technical interns and early engineers.", "engine": "chatgpt", "q": "Which Atlanta organizations run talent or hiring programs for startups?"}], "passed": [{"strength": "mentioned", "q": "How does a pre-revenue Atlanta founder get in front of accredited angel investors?", "qid": "atli_002", "family": "capital_path", "ev": "Get inside ATDC at Georgia Tech.", "char": "Named as the host institution of ATDC", "engine": "chatgpt", "instead": ["Atlanta Technology Angels"]}, {"strength": "mentioned", "q": "Compare the main early-stage venture funds based in Atlanta by stage and check size.", "qid": "atli_011", "family": "capital_path", "ev": "particularly relevant for B2B companies where its Georgia Tech/Engage/corporate network is useful", "char": "Part of Tech Square Ventures' useful network for B2B companies", "engine": "chatgpt", "instead": ["Overline"]}, {"strength": "listed", "q": "Non-dilutive funding options for an early-stage Atlanta startup", "qid": "atli_012", "family": "capital_path", "ev": "Georgia Tech's Enterprise Innovation Institute has resources around government contracting", "char": "Host of ATDC; its Enterprise Innovation Institute offers government contracting resources", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "mentioned", "q": "Which Atlanta groups help founders with fundraising strategy rather than writing the check themselves?", "qid": "atli_023", "family": "capital_path", "ev": "The Georgia Tech-anchored program is mentor-led and designed to sharpen commercialization and fundraising readiness", "char": "Anchor institution behind the CDL Atlanta program", "engine": "chatgpt", "instead": ["ATDC", "Atlanta Tech Village"]}, {"strength": "mentioned", "q": "Where do Atlanta's most active angel investors spend their time?", "qid": "atli_026", "family": "capital_path", "ev": "ATDC at Georgia Tech deliberately connects portfolio founders with angels", "char": "Named as the host institution of ATDC in Midtown/Tech Square", "engine": "chatgpt", "instead": ["Atlanta Tech Village", "Atlanta Technology Angels"]}, {"strength": "mentioned", "q": "Compare the main startup incubators and accelerators in metro Atlanta. What is each one actually best at?", "qid": "atli_032", "family": "program_selection", "ev": "Georgia Tech launched the initiative in late 2025 as Velocity Startups", "char": "University behind CREATE-X and launcher of The Venture Arcade", "engine": "chatgpt", "instead": ["ATDC", "Engage", "Georgia Tech CREATE-X"]}, {"strength": "mentioned", "q": "Which Atlanta accelerators take no equity?", "qid": "atli_034", "family": "program_selection", "ev": "ATDC — Georgia Tech's accelerator/incubator.", "char": "University that houses ATDC", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "mentioned", "q": "Free or low-cost startup programs in metro Atlanta", "qid": "atli_035", "family": "program_selection", "ev": "ATDC at Georgia Tech — excellent for tech/scalable startups.", "char": "University housing ATDC", "engine": "chatgpt", "instead": ["University of Georgia"]}, {"strength": "mentioned", "q": "I can only do one program this year. Which Atlanta accelerator gives me the best shot at a seed round?", "qid": "atli_036", "family": "program_selection", "ev": "ATDC provides deeper, ongoing coaching and investor connections through Georgia Tech", "char": "Source of ATDC's coaching and investor connections", "engine": "chatgpt", "instead": ["Techstars Atlanta", "Engage"]}, {"strength": "mentioned", "q": "What is the application timeline for Atlanta's main startup programs?", "qid": "atli_037", "family": "program_selection", "ev": "Georgia Tech-anchored program aimed especially at scalable science/technology ventures.", "char": "Anchor institution behind the CDL Atlanta program", "engine": "chatgpt", "instead": ["ATDC"]}], "own_pages": [{"url": "https://venturelab.gatech.edu/", "answers": 11}, {"url": "https://www.gatech.edu/news/2025/06/03/georgia-tech-advancing-atlantas-tech-ecosystem", "answers": 9}, {"url": "https://venturelab.gatech.edu/programs", "answers": 8}, {"url": "https://commercialization.gatech.edu/about/ecosystem", "answers": 6}, {"url": "https://techsquare.gatech.edu/home", "answers": 6}, {"url": "https://innovate.gatech.edu/atdc-nexus-of-innovation-in-georgias-startup-ecosystem", "answers": 5}], "q_named": 171, "q_total": 190, "cite_split": {"cited": [132, 36], "uncited": [395, 31]}, "type_label": "University", "best_for": [{"id": "series_a_founder", "label": "I'm raising a Series A", "rec": 14}, {"id": "prospective_student", "label": "I'm choosing a school and want to build", "rec": 13}, {"id": "campus_recruiter", "label": "I'm hiring new graduates", "rec": 10}], "described": ["Deep campus funnel; sourcing channel via professors, commercialization staff, mentors", "Host of ATDC; its Enterprise Innovation Institute offers government contracting resources", "University whose professors/researchers are worth meeting, especially for deep tech", "University whose entrepreneurship resources students should exploit"], "fit_notes": [], "rec_rank": 3, "website": "https://www.gatech.edu", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Georgia Tech is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Georgia Tech in 527 of 760 answers, and the engines pick it in 67. Where the terms aren't written down, the engines hedge or point elsewhere.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://www.gatech.edu/news/2025/06/03/georgia-tech-advancing-atlantas-tech-ecosystem. The engines cited it in 9 of the answers that name Georgia Tech.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Georgia Tech is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["How does a pre-revenue Atlanta founder get in front of accredited angel investors?", "Compare the main early-stage venture funds based in Atlanta by stage and check size.", "Non-dilutive funding options for an early-stage Atlanta startup", "Which Atlanta groups help founders with fundraising strategy rather than writing the check themselves?", "Where do Atlanta's most active angel investors spend their time?"], "words": [{"text": "Get inside ATDC at Georgia Tech.", "engine": "ChatGPT", "q": "How does a pre-revenue Atlanta founder get in front of accredited angel investors?"}, {"text": "particularly relevant for B2B companies where its Georgia Tech/Engage/corporate network is useful", "engine": "ChatGPT", "q": "Compare the main early-stage venture funds based in Atlanta by stage and check size."}, {"text": "Georgia Tech's Enterprise Innovation Institute has resources around government contracting", "engine": "ChatGPT", "q": "Non-dilutive funding options for an early-stage Atlanta startup"}], "page": "https://www.gatech.edu/news/2025/06/03/georgia-tech-advancing-atlantas-tech-ecosystem", "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Georgia Tech the way this page does.", "n": 1, "id": "georgia-tech-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Georgia Tech can't take to ATDC and Atlanta Tech Village", "who": "Program or fund lead", "time": "10 min", "why": "When the engines name Georgia Tech but recommend someone else, they most often recommend ATDC (140 answers) and Atlanta Tech Village (76 answers). A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let ATDC know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Georgia Tech? ATDC and Atlanta Tech Village are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "ATDC", "slug": "atdc", "answers": 140}, {"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 76}], "questions": ["How does a pre-revenue Atlanta founder get in front of accredited angel investors?", "Compare the main early-stage venture funds based in Atlanta by stage and check size.", "Non-dilutive funding options for an early-stage Atlanta startup", "Which Atlanta groups help founders with fundraising strategy rather than writing the check themselves?", "Where do Atlanta's most active angel investors spend their time?"], "words": [], "check": "In December, watch the answers that turn founders away from Georgia Tech: do they name an Atlanta option next?", "n": 2, "id": "georgia-tech-referral-2", "status": "open"}, {"kind": "verify", "title": "Check Georgia Tech's row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. That's it."], "questions": [], "words": [], "check": "The re-measure checks whether the engines describe your terms correctly.", "n": 3, "id": "georgia-tech-verify-3", "status": "open"}], "cited_with": [{"d": "atdc.org", "n": 223, "own": false}, {"d": "atlantatechvillage.com", "n": 132, "own": false}, {"d": "guide.startupatlanta.com", "n": 94, "own": false}, {"d": "ventureatlanta.org", "n": 84, "own": false}, {"d": "linkedin.com", "n": 75, "own": false}, {"d": "peony.ink", "n": 69, "own": false}], "by_engine": {"chatgpt": [190, 123, 14], "claude": [190, 126, 19], "gemini": [190, 144, 11], "perplexity": [190, 134, 23]}}, {"id": "engage", "slug": "engage", "name": "Engage", "type": "fund", "n": 760, "named": 173, "rec": 38, "named_pct": 22.8, "rec_pct": 5.0, "families": [{"id": "program_selection", "label": "Choosing a program", "named": 54, "rec": 20}, {"id": "sector", "label": "Sector fit", "named": 43, "rec": 10}, {"id": "capital_path", "label": "Raising money", "named": 32, "rec": 3}, {"id": "front_door", "label": "Where to start", "named": 16, "rec": 0}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 14, "rec": 5}, {"id": "inclusion", "label": "Underrepresented founders", "named": 4, "rec": 0}, {"id": "university_pipeline", "label": "Universities and students", "named": 4, "rec": 0}, {"id": "talent", "label": "Hiring and cofounders", "named": 3, "rec": 0}, {"id": "public_sector", "label": "City and state support", "named": 3, "rec": 0}], "instead": [{"name": "ATDC", "slug": "atdc", "answers": 48}, {"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 14}, {"name": "Georgia Tech CREATE-X", "slug": "georgia-tech-create-x", "answers": 8}, {"name": "Georgia Tech", "slug": "georgia-tech", "answers": 8}], "own_site_cited": 47, "quotes": [{"text": "Engage is probably the best starting point", "engine": "chatgpt", "q": "Corporate venture arms in Atlanta that invest in early-stage startups"}, {"text": "1. Engage — potentially worth dilution. You're almost exactly in its target zone.", "engine": "chatgpt", "q": "Which Atlanta accelerator is worth the equity for a B2B SaaS company at $20k MRR?"}, {"text": "This is probably Atlanta's most differentiated accelerator nationally.", "engine": "chatgpt", "q": "Compare the main startup incubators and accelerators in metro Atlanta. What is each one actually best at?"}, {"text": "If you're already selling an enterprise B2B product, I might actually put Engage ahead of Techstars.", "engine": "chatgpt", "q": "I can only do one program this year. Which Atlanta accelerator gives me the best shot at a seed round?"}], "passed": [{"strength": "cautioned", "q": "Which Atlanta groups help founders with fundraising strategy rather than writing the check themselves?", "qid": "atli_023", "family": "capital_path", "ev": "Atlanta Ventures, Valor Ventures and Engage can all provide substantial founder support, but they're investors", "char": "Provides founder support but writes checks, so doesn't match the request", "engine": "chatgpt", "instead": ["ATDC", "Atlanta Tech Village"]}, {"strength": "cautioned", "q": "What is the application timeline for Atlanta's main startup programs?", "qid": "atli_037", "family": "program_selection", "ev": "I couldn't verify a currently published 2026 application deadline, so I wouldn't assume applications are presently open.", "char": "Two small cohorts per year; no verifiable open application deadline", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "cautioned", "q": "What Atlanta program should a solo founder with a working prototype apply to first?", "qid": "atli_044", "family": "program_selection", "ev": "I would not make Engage or ATDC Accelerate the first application for a prototype-stage solo founder", "char": "Advised against as a first application at prototype stage; needs more traction", "engine": "chatgpt", "instead": ["Georgia Tech CREATE-X"]}, {"strength": "cautioned", "q": "Which Atlanta startup organizations belong on a new founder's short list, and which can be skipped?", "qid": "atli_074", "family": "front_door", "ev": "For a normal SaaS founder without those needs, both can safely remain off the immediate checklist.", "char": "Excellent but specialized for B2B enterprise sellers; otherwise skip for now", "engine": "chatgpt", "instead": ["ATDC", "Atlanta Tech Village"]}, {"strength": "cautioned", "q": "Consumer and direct-to-consumer startups in Atlanta: is there any support, or is it all B2B?", "qid": "atli_086", "family": "sector", "ev": "Similarly, Engage is fundamentally enterprise/B2B.", "char": "Fundamentally enterprise/B2B, not a fit for consumer founders", "engine": "chatgpt", "instead": ["Georgia Tech"]}, {"strength": "cautioned", "q": "Which Atlanta groups help founders with fundraising strategy rather than writing the check themselves?", "qid": "atli_023", "family": "capital_path", "ev": "A few programs blend advisory work with actual capital (e.g., Techstars Atlanta, Cox Cleantech, Pinnacle Atlanta/gener8tor, Engage Ventures)", "char": "Flagged as blending advisory work with actual capital", "engine": "claude", "instead": ["Startup Atlanta"]}, {"strength": "cautioned", "q": "Which Atlanta accelerators take no equity?", "qid": "atli_034", "family": "program_selection", "ev": "all operate on a check-for-equity model, so if you're specifically avoiding dilution", "char": "Operates on a check-for-equity model", "engine": "claude", "instead": ["ATDC", "Atlanta Tech Park"]}, {"strength": "cautioned", "q": "Which Atlanta accelerators take no equity?", "qid": "atli_034", "family": "program_selection", "ev": "Techstars Atlanta, Engage, Atlanta Ventures, and similar investment-led programs generally use an equity, SAFE, convertible-note, or other investment-linked model", "char": "Excluded as investment-led program that is not equity-free", "engine": "perplexity", "instead": ["ATDC"]}, {"strength": "cautioned", "q": "Atlanta internship pipelines for startups that cannot pay much", "qid": "atli_124", "family": "talent", "ev": "While it is not a general-purpose staff-augmentation source, it demonstrates the local availability of experiential, project-led talent models.", "char": "Runs a Georgia Tech-collaborative practicum program, but not a staff-augmentation source", "engine": "perplexity", "instead": ["Georgia Tech"]}, {"strength": "listed", "q": "I have an Atlanta B2B SaaS company at $40k MRR. Which local investors should be on my raise list?", "qid": "atli_006", "family": "capital_path", "ev": "Engage Particularly interesting if you're enterprise SaaS selling into larger companies.", "char": "Corporate access and enterprise traction; pursue as GTM/customer relationship", "engine": "chatgpt", "instead": ["Tech Square Ventures"]}], "own_pages": [{"url": "https://engage.vc/", "answers": 35}, {"url": "https://engage.vc/rfs", "answers": 13}, {"url": "https://engage.vc/internship-program", "answers": 7}, {"url": "https://engage.vc/about", "answers": 6}, {"url": "https://engage.vc/latest-news-updates", "answers": 6}, {"url": "https://engage.vc/portfolio", "answers": 3}], "q_named": 79, "q_total": 190, "cite_split": {"cited": [47, 16], "uncited": [126, 22]}, "type_label": "Accelerator and fund", "best_for": [{"id": "seed_founder_raising", "label": "I'm raising a pre-seed or seed round", "rec": 23}, {"id": "corporate_partner", "label": "I'm a corporate looking for startups", "rec": 9}, {"id": "idea_stage_founder", "label": "I have an idea and no network yet", "rec": 2}], "described": ["Institutionalized at the corporate/startup intersection; corporate network drives startup discovery", "Corporate access and enterprise traction; pursue as GTM/customer relationship", "Corporate-backed program; $250K checks plus enterprise pilot and customer access", "Investment plus go-to-market program and corporate partner access for B2B"], "fit_notes": ["Provides founder support but writes checks, so doesn't match the request", "Two small cohorts per year; no verifiable open application deadline", "Advised against as a first application at prototype stage; needs more traction"], "rec_rank": 4, "website": "https://engage.vc", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Engage is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Engage in 173 of 760 answers, and the engines pick it in 38. When they pass it over, they usually give a reason, and 9 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://engage.vc/rfs. The engines cited it in 13 of the answers that name Engage.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Provides founder support but writes checks, so doesn't match the request.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Engage is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Which Atlanta groups help founders with fundraising strategy rather than writing the check themselves?", "What is the application timeline for Atlanta's main startup programs?", "What Atlanta program should a solo founder with a working prototype apply to first?", "Which Atlanta startup organizations belong on a new founder's short list, and which can be skipped?", "Consumer and direct-to-consumer startups in Atlanta: is there any support, or is it all B2B?"], "words": [{"text": "Atlanta Ventures, Valor Ventures and Engage can all provide substantial founder support, but they're investors", "engine": "ChatGPT", "q": "Which Atlanta groups help founders with fundraising strategy rather than writing the check themselves?"}, {"text": "I couldn't verify a currently published 2026 application deadline, so I wouldn't assume applications are presently open.", "engine": "ChatGPT", "q": "What is the application timeline for Atlanta's main startup programs?"}, {"text": "I would not make Engage or ATDC Accelerate the first application for a prototype-stage solo founder", "engine": "ChatGPT", "q": "What Atlanta program should a solo founder with a working prototype apply to first?"}], "page": "https://engage.vc/rfs", "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Engage the way this page does.", "n": 1, "id": "engage-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Engage can't take to ATDC and Atlanta Tech Village", "who": "Program or fund lead", "time": "10 min", "why": "In the answers where the engines turned founders away from Engage for fit, they sent them to ATDC and Atlanta Tech Village instead. A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let ATDC know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Engage? ATDC and Atlanta Tech Village are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "ATDC", "slug": "atdc", "answers": 5}, {"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 2}], "questions": ["Which Atlanta groups help founders with fundraising strategy rather than writing the check themselves?", "What is the application timeline for Atlanta's main startup programs?", "What Atlanta program should a solo founder with a working prototype apply to first?", "Which Atlanta startup organizations belong on a new founder's short list, and which can be skipped?", "Consumer and direct-to-consumer startups in Atlanta: is there any support, or is it all B2B?"], "words": [], "check": "In December, watch the answers that turn founders away from Engage: do they name an Atlanta option next?", "n": 2, "id": "engage-referral-2", "status": "open"}, {"kind": "lists", "title": "Get Engage onto the 3 most-cited Atlanta lists it's missing from", "who": "Marketing or communications lead", "time": "15 min", "why": "When founders ask about Atlanta's ecosystem, the engines lean on a handful of lists far more than on anyone's own site. We read the eight they cite most on September 13, 2026. Engage isn't on these.", "helps": "Every accurate listing makes the whole ecosystem easier for the engines to describe.", "steps": ["Failory: Top 17 Accelerators and Incubators in Atlanta (44 answers): https://www.failory.com/startups/atlanta-accelerators-incubators", "Startup Atlanta Guide: Programs (43 citations): https://guide.startupatlanta.com/programs", "Startup Atlanta Guide: Inclusive Innovation (19 citations): https://guide.startupatlanta.com/inclusive-innovation", "Some are short “top five” lists. Ask anyway, and ask to be considered for the next update."], "lists": [{"title": "Failory: Top 17 Accelerators and Incubators in Atlanta", "url": "https://www.failory.com/startups/atlanta-accelerators-incubators", "reach": "44 answers"}, {"title": "Startup Atlanta Guide: Programs", "url": "https://guide.startupatlanta.com/programs", "reach": "43 citations"}, {"title": "Startup Atlanta Guide: Inclusive Innovation", "url": "https://guide.startupatlanta.com/inclusive-innovation", "reach": "19 citations"}], "copy": {"label": "A note to each editor", "text": "Hi, your page “[list title]” is one of the sources AI assistants cite when founders ask about Atlanta's startup ecosystem. Engage isn't on it yet. Engage [one sentence on who you serve and what founders get]. Details are at [your page]. Glad to send anything you need for your next update. Thank you, [name], Engage"}, "questions": [], "words": [], "check": "We re-read the same lists before the December re-measure and mark what changed.", "n": 3, "id": "engage-lists-3", "status": "open"}, {"kind": "verify", "title": "Check Engage's row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. That's it."], "questions": [], "words": [], "check": "The re-measure checks whether the engines describe your terms correctly.", "n": 4, "id": "engage-verify-4", "status": "open"}], "cited_with": [{"d": "atdc.org", "n": 95, "own": false}, {"d": "peony.ink", "n": 55, "own": false}, {"d": "atlantatechvillage.com", "n": 52, "own": false}, {"d": "engage.vc", "n": 47, "own": true}, {"d": "ventureatlanta.org", "n": 42, "own": false}, {"d": "startupacceleratorlist.com", "n": 40, "own": false}], "by_engine": {"chatgpt": [190, 38, 9], "claude": [190, 43, 8], "gemini": [190, 52, 7], "perplexity": [190, 40, 14]}}, {"id": "createx", "slug": "georgia-tech-create-x", "name": "Georgia Tech CREATE-X", "type": "program", "n": 760, "named": 128, "rec": 29, "named_pct": 16.8, "rec_pct": 3.8, "families": [{"id": "university_pipeline", "label": "Universities and students", "named": 42, "rec": 16}, {"id": "program_selection", "label": "Choosing a program", "named": 20, "rec": 6}, {"id": "front_door", "label": "Where to start", "named": 16, "rec": 4}, {"id": "talent", "label": "Hiring and cofounders", "named": 15, "rec": 3}, {"id": "sector", "label": "Sector fit", "named": 12, "rec": 0}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 9, "rec": 0}, {"id": "capital_path", "label": "Raising money", "named": 8, "rec": 0}, {"id": "public_sector", "label": "City and state support", "named": 3, "rec": 0}, {"id": "space_community", "label": "Space and community", "named": 2, "rec": 0}, {"id": "inclusion", "label": "Underrepresented founders", "named": 1, "rec": 0}], "instead": [{"name": "ATDC", "slug": "atdc", "answers": 34}, {"name": "Georgia Tech", "slug": "georgia-tech", "answers": 25}, {"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 11}, {"name": "Emory University", "slug": "emory-university", "answers": 6}], "own_site_cited": 54, "quotes": [{"text": "CREATE-X for university-to-startup formation", "engine": "chatgpt", "q": "Compare the main startup incubators and accelerators in metro Atlanta. What is each one actually best at?"}, {"text": "For idea/pre-seed, I'd look first at CREATE-X (if Georgia Tech eligible)", "engine": "chatgpt", "q": "Make a table of Atlanta accelerators with stage, equity taken and program length."}, {"text": "I’d apply first to CREATE-X Startup Launch-if you have any Georgia Tech affiliation.", "engine": "chatgpt", "q": "What Atlanta program should a solo founder with a working prototype apply to first?"}, {"text": "If you're Georgia Tech-affiliated, I'd move CREATE-X to #1.", "engine": "chatgpt", "q": "Do any Atlanta programs help non-technical founders actually get a product built?"}], "passed": [{"strength": "cautioned", "q": "Which Atlanta programs are built for revenue-generating companies rather than idea-stage founders?", "qid": "atli_039", "family": "program_selection", "ev": "programs like ATDC and CREATE-X skew earlier-stage/pre-seed ... so they wouldn't fit what you're looking for", "char": "Early-stage entry point for idea-stage founders, not revenue-stage", "engine": "claude", "instead": ["Engage"]}, {"strength": "cautioned", "q": "Startup programs in Atlanta for someone in their forties leaving a corporate career", "qid": "atli_048", "family": "program_selection", "ev": "tend to skew a bit older/more experienced than pure student accelerators like Georgia Tech's CREATE-X", "char": "Student accelerator skewing younger, less suited to a mid-career corporate founder", "engine": "claude", "instead": ["ATDC"]}, {"strength": "cautioned", "q": "I'm not a student. Can I take entrepreneurship classes or use a university incubator in Atlanta?", "qid": "atlp_013", "family": "university_pipeline", "ev": "CREATE-X aren't generally a route for an unaffiliated adult", "char": "Limited to Georgia Tech students, faculty, researchers and alumni, so not open to unaffiliated founders", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "cautioned", "q": "I'm an MBA applicant who wants to start a company. Which Atlanta business schools are best for founders?", "qid": "atlp_016", "family": "university_pipeline", "ev": "CREATE-X is the headline startup program but is primarily undergraduate-oriented, so confirm current grad eligibility before counting on it.", "char": "Headline Tech startup program but mostly undergraduate; verify grad eligibility", "engine": "claude", "instead": ["Georgia Tech", "Emory University"]}, {"strength": "cautioned", "q": "How do Atlanta's universities work together on startups, if at all?", "qid": "atlp_020", "family": "university_pipeline", "ev": "ATDC, CREATE-X, VentureLab, Quadrant-i — are the ecosystem's center of gravity, and they're single-institution", "char": "Major Georgia Tech program cited as single-institution rather than collaborative", "engine": "claude", "instead": ["Emory University", "Georgia Tech"]}, {"strength": "cautioned", "q": "I'm not a student. Can I take entrepreneurship classes or use a university incubator in Atlanta?", "qid": "atlp_013", "family": "university_pipeline", "ev": "Georgia Tech CREATE-X Usually no Its learning and prototyping programs are for Georgia Tech students", "char": "Generally closed to nonstudents; limited to Tech students, faculty, alumni", "engine": "perplexity", "instead": ["ATDC"]}, {"strength": "cautioned", "q": "Which Atlanta startup organizations belong on a new founder's short list, and which can be skipped?", "qid": "atli_074", "family": "front_door", "ev": "Skip if you lack a direct Georgia Tech affiliation.", "char": "Only for Georgia Tech affiliates; skip without that tie", "engine": "gemini", "instead": []}, {"strength": "listed", "q": "Which Atlanta accelerators have the strongest investor demo days?", "qid": "atli_047", "family": "program_selection", "ev": "That makes it especially good for pre-seed visibility and meeting angels, rather than necessarily finding a Series A lead.", "char": "Demo Day good for pre-seed visibility and angels; companies are very early", "engine": "chatgpt", "instead": ["Engage", "ATDC", "Venture Atlanta"]}, {"strength": "listed", "q": "Where should an edtech founder in Atlanta look for programs and funding?", "qid": "atli_094", "family": "sector", "ev": "If you have a Georgia Tech connection, CREATE-X is especially attractive.", "char": "Startup Launch for Georgia Tech-affiliated teams with $5,000 optional seed funding", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "Where do Atlanta startups source their first five engineering hires?", "qid": "atli_115", "family": "talent", "ev": "CS/engineering grads, interns converted to full-time, CREATE-X connections, alumni referrals", "char": "Georgia Tech program providing connections that feed early engineering hires", "engine": "chatgpt", "instead": ["Georgia Tech"]}], "own_pages": [{"url": "https://create-x.gatech.edu/", "answers": 20}, {"url": "https://create-x.gatech.edu/home", "answers": 16}, {"url": "https://create-x.gatech.edu/launch/startup-launch", "answers": 12}, {"url": "https://create-x.gatech.edu/startup-launch-frequently-asked-questions", "answers": 8}, {"url": "https://create-x.gatech.edu/quadrant-i-startup-launch", "answers": 7}, {"url": "https://create-x.gatech.edu/journey", "answers": 6}], "q_named": 69, "q_total": 190, "cite_split": {"cited": [54, 22], "uncited": [74, 7]}, "type_label": "University startup program", "best_for": [{"id": "student_founder", "label": "I'm a student with a startup idea", "rec": 11}, {"id": "idea_stage_founder", "label": "I have an idea and no network yet", "rec": 7}, {"id": "prospective_student", "label": "I'm choosing a school and want to build", "rec": 3}], "described": ["Campus startup program in the pipeline from student projects to institutional capital", "12-week summer accelerator for Georgia Tech-affiliated founders, optional $5K seed", "12-week program, optional $5K seed, first choice at idea stage if Tech-affiliated", "First choice for Georgia Tech-affiliated solo founders; accepts prototypes, $5K seed"], "fit_notes": ["Early-stage entry point for idea-stage founders, not revenue-stage", "Student accelerator skewing younger, less suited to a mid-career corporate founder", "Only for Georgia Tech affiliates; skip without that tie"], "rec_rank": 5, "website": "https://create-x.gatech.edu", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Georgia Tech CREATE-X is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Georgia Tech CREATE-X in 128 of 760 answers, and the engines pick it in 29. When they pass it over, they usually give a reason, and 7 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://create-x.gatech.edu/home. The engines cited it in 16 of the answers that name Georgia Tech CREATE-X.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Early-stage entry point for idea-stage founders, not revenue-stage.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Georgia Tech CREATE-X is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Which Atlanta programs are built for revenue-generating companies rather than idea-stage founders?", "Startup programs in Atlanta for someone in their forties leaving a corporate career", "I'm not a student. Can I take entrepreneurship classes or use a university incubator in Atlanta?", "I'm an MBA applicant who wants to start a company. Which Atlanta business schools are best for founders?", "How do Atlanta's universities work together on startups, if at all?"], "words": [{"text": "programs like ATDC and CREATE-X skew earlier-stage/pre-seed ... so they wouldn't fit what you're looking for", "engine": "Claude", "q": "Which Atlanta programs are built for revenue-generating companies rather than idea-stage founders?"}, {"text": "tend to skew a bit older/more experienced than pure student accelerators like Georgia Tech's CREATE-X", "engine": "Claude", "q": "Startup programs in Atlanta for someone in their forties leaving a corporate career"}, {"text": "CREATE-X aren't generally a route for an unaffiliated adult", "engine": "ChatGPT", "q": "I'm not a student. Can I take entrepreneurship classes or use a university incubator in Atlanta?"}], "page": "https://create-x.gatech.edu/home", "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Georgia Tech CREATE-X the way this page does.", "n": 1, "id": "georgia-tech-create-x-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Georgia Tech CREATE-X can't take to ATDC and Georgia Tech", "who": "Program or fund lead", "time": "10 min", "why": "In the answers where the engines turned founders away from Georgia Tech CREATE-X for fit, they sent them to ATDC and Georgia Tech instead. A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let ATDC know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Georgia Tech CREATE-X? ATDC and Georgia Tech are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "ATDC", "slug": "atdc", "answers": 3}, {"name": "Georgia Tech", "slug": "georgia-tech", "answers": 2}], "questions": ["Which Atlanta programs are built for revenue-generating companies rather than idea-stage founders?", "Startup programs in Atlanta for someone in their forties leaving a corporate career", "I'm not a student. Can I take entrepreneurship classes or use a university incubator in Atlanta?", "I'm an MBA applicant who wants to start a company. Which Atlanta business schools are best for founders?", "How do Atlanta's universities work together on startups, if at all?"], "words": [], "check": "In December, watch the answers that turn founders away from Georgia Tech CREATE-X: do they name an Atlanta option next?", "n": 2, "id": "georgia-tech-create-x-referral-2", "status": "open"}, {"kind": "lists", "title": "Get Georgia Tech CREATE-X onto the 2 most-cited Atlanta lists it's missing from", "who": "Marketing or communications lead", "time": "10 min", "why": "When founders ask about Atlanta's ecosystem, the engines lean on a handful of lists far more than on anyone's own site. We read the eight they cite most on September 13, 2026. Georgia Tech CREATE-X isn't on these.", "helps": "Every accurate listing makes the whole ecosystem easier for the engines to describe.", "steps": ["Startup Atlanta Guide: Programs (43 citations): https://guide.startupatlanta.com/programs", "Startup Atlanta Guide: Inclusive Innovation (19 citations): https://guide.startupatlanta.com/inclusive-innovation", "Some are short “top five” lists. Ask anyway, and ask to be considered for the next update."], "lists": [{"title": "Startup Atlanta Guide: Programs", "url": "https://guide.startupatlanta.com/programs", "reach": "43 citations"}, {"title": "Startup Atlanta Guide: Inclusive Innovation", "url": "https://guide.startupatlanta.com/inclusive-innovation", "reach": "19 citations"}], "copy": {"label": "A note to each editor", "text": "Hi, your page “[list title]” is one of the sources AI assistants cite when founders ask about Atlanta's startup ecosystem. Georgia Tech CREATE-X isn't on it yet. Georgia Tech CREATE-X [one sentence on who you serve and what founders get]. Details are at [your page]. Glad to send anything you need for your next update. Thank you, [name], Georgia Tech CREATE-X"}, "questions": [], "words": [], "check": "We re-read the same lists before the December re-measure and mark what changed.", "n": 3, "id": "georgia-tech-create-x-lists-3", "status": "open"}, {"kind": "verify", "title": "Check Georgia Tech CREATE-X's row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. That's it."], "questions": [], "words": [], "check": "The re-measure checks whether the engines describe your terms correctly.", "n": 4, "id": "georgia-tech-create-x-verify-4", "status": "open"}], "cited_with": [{"d": "create-x.gatech.edu", "n": 54, "own": true}, {"d": "atdc.org", "n": 52, "own": false}, {"d": "atlantatechvillage.com", "n": 35, "own": false}, {"d": "ventureatlanta.org", "n": 30, "own": false}, {"d": "peony.ink", "n": 30, "own": false}, {"d": "guide.startupatlanta.com", "n": 29, "own": false}], "by_engine": {"chatgpt": [190, 23, 11], "claude": [190, 39, 10], "gemini": [190, 23, 4], "perplexity": [190, 43, 4]}}, {"id": "venture_atlanta", "slug": "venture-atlanta", "name": "Venture Atlanta", "type": "org", "n": 760, "named": 131, "rec": 18, "named_pct": 17.2, "rec_pct": 2.4, "families": [{"id": "capital_path", "label": "Raising money", "named": 46, "rec": 8}, {"id": "front_door", "label": "Where to start", "named": 22, "rec": 5}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 16, "rec": 1}, {"id": "program_selection", "label": "Choosing a program", "named": 14, "rec": 2}, {"id": "sector", "label": "Sector fit", "named": 10, "rec": 1}, {"id": "university_pipeline", "label": "Universities and students", "named": 8, "rec": 0}, {"id": "inclusion", "label": "Underrepresented founders", "named": 7, "rec": 1}, {"id": "talent", "label": "Hiring and cofounders", "named": 4, "rec": 0}, {"id": "public_sector", "label": "City and state support", "named": 3, "rec": 0}, {"id": "space_community", "label": "Space and community", "named": 1, "rec": 0}], "instead": [{"name": "ATDC", "slug": "atdc", "answers": 30}, {"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 22}, {"name": "Georgia Tech", "slug": "georgia-tech", "answers": 11}, {"name": "Engage", "slug": "engage", "answers": 8}], "own_site_cited": 90, "quotes": [{"text": "Verdict: ⭐⭐⭐⭐⭐ — Put this at the top of your 2027 list.", "engine": "chatgpt", "q": "Best Atlanta startup pitch competitions with real money attached"}, {"text": "the strongest investor event in Atlanta isn't an accelerator Demo Day at all-it's Venture Atlanta", "engine": "chatgpt", "q": "Which Atlanta accelerators have the strongest investor demo days?"}, {"text": "This is probably the highest-leverage thing on your first-month calendar.", "engine": "chatgpt", "q": "I am moving to Atlanta next month to start a company. What should I plug into in my first 30 days?"}, {"text": "The one I'd protect on the calendar if you're fundraising in the next ~18 months.", "engine": "chatgpt", "q": "Which Atlanta startup events are actually worth a founder's time?"}], "passed": [{"strength": "cautioned", "q": "Are there Atlanta funds that will back a pre-product founder on the strength of the team?", "qid": "atli_020", "family": "capital_path", "ev": "Venture Atlanta is not itself the answer for a no-product company.", "char": "Showcase expects live/beta product and metrics, so not the answer for a no-product company", "engine": "chatgpt", "instead": ["Atlanta Ventures"]}, {"strength": "cautioned", "q": "Where does proprietary early-stage deal flow come from in Atlanta?", "qid": "atli_004", "family": "capital_path", "ev": "Venture Atlanta → pitch deck → 14 funds emailing founder is good deal flow, but not proprietary deal flow.", "char": "Good deal flow but not proprietary; pitch reaches many funds at once", "engine": "chatgpt", "instead": []}, {"strength": "mentioned", "q": "Who actually leads seed rounds for Atlanta software startups?", "qid": "atli_001", "family": "capital_path", "ev": "Venture Atlanta's current seed guide similarly identifies BIP as multi-stage", "char": "Cited as source; its seed guide classifies local firms", "engine": "chatgpt", "instead": ["Overline", "Tech Square Ventures"]}, {"strength": "listed", "q": "How does a pre-revenue Atlanta founder get in front of accredited angel investors?", "qid": "atli_002", "family": "capital_path", "ev": "Put Venture Atlanta 2026 on your calendar even though you missed the pitch deadline.", "char": "October conference with 500+ investors; attend even after pitch deadline passed", "engine": "chatgpt", "instead": ["Atlanta Technology Angels"]}, {"strength": "listed", "q": "Atlanta angel groups that fund pre-revenue software companies", "qid": "atli_007", "family": "capital_path", "ev": "Venture Atlanta isn't itself an ordinary angel group, but it's highly relevant for getting in front of Atlanta/Southeast angels.", "char": "Not an angel group but a route to Atlanta/Southeast angels; showcase terms contemplate pre-revenue", "engine": "chatgpt", "instead": ["Atlanta Technology Angels"]}, {"strength": "mentioned", "q": "Who in Atlanta writes the first institutional check for a hardware or deep tech company?", "qid": "atli_009", "family": "capital_path", "ev": "At a 2026 Venture Atlanta event, Williams described investing early around IP", "char": "Conference where an investor described his early-stage approach", "engine": "chatgpt", "instead": ["Tech Square Ventures"]}, {"strength": "listed", "q": "Which Atlanta investors actually take cold inbound from founders they have never met?", "qid": "atli_013", "family": "capital_path", "ev": "This isn't a fund, but it is one of the best cold-inbound investor hacks in Atlanta.", "char": "Not a fund but best cold-inbound hack; 40+ funds read applications, 2026 apps closed", "engine": "chatgpt", "instead": ["Overline", "Valor Ventures"]}, {"strength": "mentioned", "q": "Build me a target list of 15 Atlanta-area seed investors for a healthtech company.", "qid": "atli_015", "family": "capital_path", "ev": "Venture Atlanta's current 2026 investor roster confirms that many of these groups... are actively participating", "char": "Cited as source for investor roster and sector classifications", "engine": "chatgpt", "instead": ["Atlanta Ventures"]}, {"strength": "listed", "q": "Which Atlanta organizations run real investor introduction programs rather than just pitch events?", "qid": "atli_017", "family": "capital_path", "ev": "enormous investor density plus 1:1 meeting infrastructure. It's still conference-centered, though", "char": "Conference with 1:1 investor meetings and investor dinner; 500+ investors", "engine": "chatgpt", "instead": ["ATDC", "Atlanta Tech Village"]}, {"strength": "listed", "q": "Who should an Atlanta founder talk to before their first raise?", "qid": "atli_022", "family": "capital_path", "ev": "Venture Atlanta is especially useful once you're approaching a raise: its 2026 pre-seed/seed category targets companies raising up to $2M", "char": "Conference useful as a raise approaches; pre-seed/seed category targets raises up to $2M", "engine": "chatgpt", "instead": ["ATDC"]}], "own_pages": [{"url": "https://www.ventureatlanta.org/your-go-to-guide-to-atlantas-startup-scene", "answers": 25}, {"url": "https://www.ventureatlanta.org/", "answers": 21}, {"url": "https://www.ventureatlanta.org/investor-list", "answers": 16}, {"url": "https://www.ventureatlanta.org/how-to-get-seed-funding", "answers": 14}, {"url": "https://www.ventureatlanta.org/pitch", "answers": 9}, {"url": "https://www.ventureatlanta.org/venture-atlanta-kickoff-event-recap-2026", "answers": 8}], "q_named": 73, "q_total": 190, "cite_split": {"cited": [90, 13], "uncited": [41, 5]}, "type_label": "Investor conference", "best_for": [{"id": "idea_stage_founder", "label": "I have an idea and no network yet", "rec": 7}, {"id": "angel_investor", "label": "I'm an angel investor", "rec": 4}, {"id": "seed_founder_raising", "label": "I'm raising a pre-seed or seed round", "rec": 3}], "described": ["October conference with 500+ investors; attend even after pitch deadline passed", "Conference bringing 400+ investors from 200+ funds, including national SaaS investors", "Not an angel group but a route to Atlanta/Southeast angels; showcase terms contemplate pre-revenue", "Investor network bringing national funds into the Atlanta ecosystem; a bridge for Series A"], "fit_notes": ["Good deal flow but not proprietary; pitch reaches many funds at once", "Showcase expects live/beta product and metrics, so not the answer for a no-product company"], "rec_rank": 6, "website": "https://ventureatlanta.org", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Venture Atlanta is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Venture Atlanta in 131 of 760 answers, and the engines pick it in 18. When they pass it over, they usually give a reason, and 2 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://www.ventureatlanta.org/your-go-to-guide-to-atlantas-startup-scene. The engines cited it in 25 of the answers that name Venture Atlanta, more than any other page on your site.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Showcase expects live/beta product and metrics, so not the answer for a no-product company.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Venture Atlanta is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Are there Atlanta funds that will back a pre-product founder on the strength of the team?", "Where does proprietary early-stage deal flow come from in Atlanta?"], "words": [{"text": "Venture Atlanta is not itself the answer for a no-product company.", "engine": "ChatGPT", "q": "Are there Atlanta funds that will back a pre-product founder on the strength of the team?"}, {"text": "Venture Atlanta → pitch deck → 14 funds emailing founder is good deal flow, but not proprietary deal flow.", "engine": "ChatGPT", "q": "Where does proprietary early-stage deal flow come from in Atlanta?"}], "page": "https://www.ventureatlanta.org/your-go-to-guide-to-atlantas-startup-scene", "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Venture Atlanta the way this page does.", "n": 1, "id": "venture-atlanta-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Venture Atlanta can't take to Atlanta Ventures", "who": "Program or fund lead", "time": "10 min", "why": "In the answers where the engines turned founders away from Venture Atlanta for fit, they sent them to Atlanta Ventures instead. A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let Atlanta Ventures know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Venture Atlanta? Atlanta Ventures is often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "Atlanta Ventures", "slug": "atlanta-ventures", "answers": 1}], "questions": ["Are there Atlanta funds that will back a pre-product founder on the strength of the team?", "Who actually leads seed rounds for Atlanta software startups?", "How does a pre-revenue Atlanta founder get in front of accredited angel investors?", "Atlanta angel groups that fund pre-revenue software companies", "Who in Atlanta writes the first institutional check for a hardware or deep tech company?"], "words": [], "check": "In December, watch the answers that turn founders away from Venture Atlanta: do they name an Atlanta option next?", "n": 2, "id": "venture-atlanta-referral-2", "status": "open"}, {"kind": "verify", "title": "Check Venture Atlanta's row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. That's it."], "questions": [], "words": [], "check": "The re-measure checks whether the engines describe your terms correctly.", "n": 3, "id": "venture-atlanta-verify-3", "status": "open"}], "cited_with": [{"d": "ventureatlanta.org", "n": 90, "own": true}, {"d": "atdc.org", "n": 45, "own": false}, {"d": "atlantatechvillage.com", "n": 36, "own": false}, {"d": "guide.startupatlanta.com", "n": 28, "own": false}, {"d": "linkedin.com", "n": 20, "own": false}, {"d": "hypepotamus.com", "n": 18, "own": false}], "by_engine": {"chatgpt": [190, 43, 4], "claude": [190, 40, 10], "gemini": [190, 19, 1], "perplexity": [190, 29, 3]}}, {"id": "startup_atlanta", "slug": "startup-atlanta", "name": "Startup Atlanta", "type": "org", "n": 760, "named": 95, "rec": 17, "named_pct": 12.5, "rec_pct": 2.2, "families": [{"id": "front_door", "label": "Where to start", "named": 24, "rec": 11}, {"id": "inclusion", "label": "Underrepresented founders", "named": 12, "rec": 1}, {"id": "capital_path", "label": "Raising money", "named": 11, "rec": 2}, {"id": "program_selection", "label": "Choosing a program", "named": 10, "rec": 0}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 9, "rec": 2}, {"id": "space_community", "label": "Space and community", "named": 8, "rec": 0}, {"id": "sector", "label": "Sector fit", "named": 7, "rec": 0}, {"id": "public_sector", "label": "City and state support", "named": 6, "rec": 1}, {"id": "talent", "label": "Hiring and cofounders", "named": 4, "rec": 0}, {"id": "university_pipeline", "label": "Universities and students", "named": 4, "rec": 0}], "instead": [{"name": "ATDC", "slug": "atdc", "answers": 25}, {"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 15}, {"name": "Georgia Tech", "slug": "georgia-tech", "answers": 8}, {"name": "University of Georgia", "slug": "university-of-georgia", "answers": 4}], "own_site_cited": 83, "quotes": [{"text": "If you want one organization to use as the front door to Atlanta's startup ecosystem, I'd start with Startup Atlanta.", "engine": "chatgpt", "q": "Is there a single organization that helps you navigate Atlanta's startup ecosystem?"}, {"text": "Startup Atlanta is probably the best \"front door.\"", "engine": "chatgpt", "q": "Map Atlanta's startup ecosystem: capital, programs, spaces and community."}, {"text": "connects founders to advisors, mentors, and programs rather than investing itself. Good first stop for orientation.", "engine": "claude", "q": "Which Atlanta groups help founders with fundraising strategy rather than writing the check themselves?"}, {"text": "Startup Atlanta is the closest thing to a single front door for the city's startup scene", "engine": "claude", "q": "Is there a single organization that helps you navigate Atlanta's startup ecosystem?"}], "passed": [{"strength": "cautioned", "q": "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?", "qid": "atli_127", "family": "inclusion", "ev": "Startup Atlanta's diverse-founder resource list... mostly connective tissue, coaching, or philanthropic grants, not VC.", "char": "Its diverse-founder resource list is coaching and connective tissue, not VC capital", "engine": "claude", "instead": ["Collab Capital", "Fearless Fund"]}, {"strength": "cautioned", "q": "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?", "qid": "atli_127", "family": "inclusion", "ev": "Startup Atlanta is a resource directory and ecosystem platform, not itself a fund.", "char": "Resource directory and ecosystem platform, explicitly not a fund", "engine": "perplexity", "instead": ["Collab Capital", "Zane Venture Fund"]}, {"strength": "cautioned", "q": "Which Atlanta organizations have actually funded Black women founders, not just featured them?", "qid": "atli_130", "family": "inclusion", "ev": "it is a directory/ecosystem connector, not itself evidence of direct investment", "char": "Directory and ecosystem connector, not a funder itself", "engine": "perplexity", "instead": ["Fearless Fund"]}, {"strength": "listed", "q": "Non-dilutive funding options for an early-stage Atlanta startup", "qid": "atli_012", "family": "capital_path", "ev": "Startup Atlanta also maintains a useful funding directory covering grants and other alternative-capital programs.", "char": "Maintains a funding directory of grants and alternative-capital programs", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "Free or low-cost startup programs in metro Atlanta", "qid": "atli_035", "family": "program_selection", "ev": "There's also an unusually useful directory maintained by Startup Atlanta.", "char": "Maintains ecosystem directory of 300+ Atlanta entrepreneurial resources", "engine": "chatgpt", "instead": ["University of Georgia"]}, {"strength": "mentioned", "q": "I am relocating to Atlanta with an already funded company. Is a local program worth joining or should I skip it?", "qid": "atli_054", "family": "program_selection", "ev": "Startup Atlanta also maintains a broader directory of local programs.", "char": "Maintains a directory of local programs", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "What is the best newsletter, directory or resource for keeping up with Atlanta startups?", "qid": "atli_066", "family": "front_door", "ev": "Startup Atlanta Directory / ecosystem map Probably the best starting point when you want to find organizations", "char": "Best directory and ecosystem map for finding organizations", "engine": "chatgpt", "instead": ["Hypepotamus"]}, {"strength": "listed", "q": "I work remotely in Atlanta and it is isolating. Where do I find other people building companies?", "qid": "atli_104", "family": "space_community", "ev": "Startup Atlanta events/calendar — a good aggregator for the local startup scene.", "char": "Events calendar and aggregator for the local startup scene", "engine": "chatgpt", "instead": ["Atlanta Tech Village"]}, {"strength": "listed", "q": "Which Atlanta coworking spaces have the best access to mentors and investors?", "qid": "atli_107", "family": "space_community", "ev": "deliberately attend events at Tech Square and Startup Atlanta", "char": "Ecosystem organization tracking programs; recommended for attending events", "engine": "chatgpt", "instead": ["Atlanta Tech Village"]}, {"strength": "listed", "q": "Where do Atlanta founders find fractional CTOs or technical advisors?", "qid": "atli_122", "family": "talent", "ev": "Startup Atlanta — maintains founder ecosystem resources and connections.", "char": "Maintains ecosystem resources and connections for founders", "engine": "chatgpt", "instead": ["Atlanta Tech Village"]}], "own_pages": [{"url": "https://www.startupatlanta.com/", "answers": 31}, {"url": "https://guide.startupatlanta.com/programs", "answers": 28}, {"url": "https://guide.startupatlanta.com/funding-capital", "answers": 21}, {"url": "https://guide.startupatlanta.com/education-career-resources", "answers": 9}, {"url": "https://guide.startupatlanta.com/inclusive-innovation", "answers": 7}, {"url": "https://guide.startupatlanta.com/places", "answers": 6}], "q_named": 70, "q_total": 190, "cite_split": {"cited": [83, 15], "uncited": [12, 2]}, "type_label": "Ecosystem guide", "best_for": [{"id": "idea_stage_founder", "label": "I have an idea and no network yet", "rec": 8}, {"id": "relocating_founder", "label": "I'm moving my startup to Atlanta", "rec": 4}, {"id": "seed_founder_raising", "label": "I'm raising a pre-seed or seed round", "rec": 2}], "described": ["Maintains a funding directory of grants and alternative-capital programs", "Maintains ecosystem directory of 300+ Atlanta entrepreneurial resources", "Neutral nonprofit navigator with an ecosystem guide; the recommended single front door", "Best directory and ecosystem map for finding organizations"], "fit_notes": ["Its diverse-founder resource list is coaching and connective tissue, not VC capital", "Resource directory and ecosystem platform, explicitly not a fund", "Directory and ecosystem connector, not a funder itself"], "rec_rank": 7, "website": "https://startupatlanta.com", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Startup Atlanta is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Startup Atlanta in 95 of 760 answers, and the engines pick it in 17. When they pass it over, they usually give a reason, and 3 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://guide.startupatlanta.com/programs. The engines cited it in 28 of the answers that name Startup Atlanta.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Its diverse-founder resource list is coaching and connective tissue, not VC capital.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Startup Atlanta is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?", "Which Atlanta organizations have actually funded Black women founders, not just featured them?"], "words": [{"text": "Startup Atlanta's diverse-founder resource list... mostly connective tissue, coaching, or philanthropic grants, not VC.", "engine": "Claude", "q": "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?"}, {"text": "Startup Atlanta is a resource directory and ecosystem platform, not itself a fund.", "engine": "Perplexity", "q": "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?"}, {"text": "it is a directory/ecosystem connector, not itself evidence of direct investment", "engine": "Perplexity", "q": "Which Atlanta organizations have actually funded Black women founders, not just featured them?"}], "page": "https://guide.startupatlanta.com/programs", "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Startup Atlanta the way this page does.", "n": 1, "id": "startup-atlanta-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Startup Atlanta can't take to Collab Capital and Fearless Fund", "who": "Program or fund lead", "time": "10 min", "why": "In the answers where the engines turned founders away from Startup Atlanta for fit, they sent them to Collab Capital and Fearless Fund instead. A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let Collab Capital know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Startup Atlanta? Collab Capital and Fearless Fund are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "Collab Capital", "slug": "collab-capital", "answers": 2}, {"name": "Fearless Fund", "slug": "fearless-fund", "answers": 2}], "questions": ["Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?", "Which Atlanta organizations have actually funded Black women founders, not just featured them?", "Non-dilutive funding options for an early-stage Atlanta startup", "Free or low-cost startup programs in metro Atlanta", "I am relocating to Atlanta with an already funded company. Is a local program worth joining or should I skip it?"], "words": [], "check": "In December, watch the answers that turn founders away from Startup Atlanta: do they name an Atlanta option next?", "n": 2, "id": "startup-atlanta-referral-2", "status": "open"}, {"kind": "shared", "title": "Help write “Moving your startup to Atlanta”", "shared_page": 6, "who": "Leadership, with whoever holds the numbers", "time": "1 hr", "why": "When a founder asks about relocating here, the engines already point to Atlanta Tech Village first, but no single page walks a newcomer through where to plug in.", "helps": "PursueATL writes and maintains the page. You add what only you know, and it links back to you.", "steps": ["What the page will hold: A first-90-days guide for a founder moving to Atlanta: where to work, whom to meet, which programs fit which stage, how to find capital.", "PursueATL sends a draft. You check your part, correct it, and add the one or two facts only you can confirm.", "Link to the page from yours once it is live."], "questions": [], "words": [], "check": "The re-measure checks the questions this page is written for.", "n": 3, "id": "startup-atlanta-shared-3", "status": "open"}, {"kind": "verify", "title": "Check Startup Atlanta's row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. That's it."], "questions": [], "words": [], "check": "The re-measure checks whether the engines describe your terms correctly.", "n": 4, "id": "startup-atlanta-verify-4", "status": "open"}], "cited_with": [{"d": "guide.startupatlanta.com", "n": 68, "own": true}, {"d": "atdc.org", "n": 42, "own": false}, {"d": "atlantatechvillage.com", "n": 39, "own": false}, {"d": "startupatlanta.com", "n": 36, "own": true}, {"d": "ventureatlanta.org", "n": 30, "own": false}, {"d": "linkedin.com", "n": 25, "own": false}], "by_engine": {"chatgpt": [190, 14, 2], "claude": [190, 16, 3], "gemini": [190, 11, 3], "perplexity": [190, 54, 9]}}, {"id": "overline", "slug": "overline", "name": "Overline", "type": "fund", "n": 760, "named": 68, "rec": 13, "named_pct": 8.9, "rec_pct": 1.7, "families": [{"id": "capital_path", "label": "Raising money", "named": 48, "rec": 13}, {"id": "sector", "label": "Sector fit", "named": 6, "rec": 0}, {"id": "inclusion", "label": "Underrepresented founders", "named": 4, "rec": 0}, {"id": "front_door", "label": "Where to start", "named": 3, "rec": 0}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 3, "rec": 0}, {"id": "program_selection", "label": "Choosing a program", "named": 1, "rec": 0}, {"id": "talent", "label": "Hiring and cofounders", "named": 1, "rec": 0}, {"id": "space_community", "label": "Space and community", "named": 1, "rec": 0}, {"id": "university_pipeline", "label": "Universities and students", "named": 1, "rec": 0}], "instead": [{"name": "ATDC", "slug": "atdc", "answers": 10}, {"name": "BIP Ventures", "slug": "bip-ventures", "answers": 5}, {"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 4}, {"name": "Tech Square Ventures", "slug": "tech-square-ventures", "answers": 3}], "own_site_cited": 23, "quotes": [{"text": "Overline is probably the cleanest answer to your question.", "engine": "chatgpt", "q": "Who actually leads seed rounds for Atlanta software startups?"}, {"text": "Overline is especially interesting because its own current site says it invests from inception through seed, writes $250k-$1.5M first checks", "engine": "chatgpt", "q": "Which Atlanta funds write pre-seed checks under $500k?"}, {"text": "Overline is probably the cleanest example of a dedicated first-check institutional fund.", "engine": "chatgpt", "q": "Compare the main early-stage venture funds based in Atlanta by stage and check size."}, {"text": "Most likely to back on team alone\n\nOverline — Southeast-focused seed fund; comfortable writing very early checks, including pre-product", "engine": "claude", "q": "Are there Atlanta funds that will back a pre-product founder on the strength of the team?"}], "passed": [{"strength": "cautioned", "q": "Who in Atlanta writes the first institutional check for a hardware or deep tech company?", "qid": "atli_009", "family": "capital_path", "ev": "Atlanta's VC scene (TechSquare Ventures, TTV Capital, Panoramic Ventures, Overline Ventures) skews heavily toward B2B software and fintech rather than hardware", "char": "Local fund noted as software/fintech oriented, not a hardware backer", "engine": "claude", "instead": ["BIP Ventures", "Atlanta Seed Company"]}, {"strength": "cautioned", "q": "Which Atlanta investors actually take cold inbound from founders they have never met?", "qid": "atli_013", "family": "capital_path", "ev": "The rest of the well-known local stack — ... Overline Ventures, Knoll Ventures, Atlanta Seed Company — consistently lead early-stage rounds", "char": "Leads early-stage rounds but cold email is less reliable than events", "engine": "claude", "instead": ["Atlanta Ventures", "Valor Ventures"]}, {"strength": "cautioned", "q": "Which Atlanta funds write pre-seed checks under $500k?", "qid": "atli_005", "family": "capital_path", "ev": "publicly available material does not establish a reliable under-$500k pre-seed initial-check policy", "char": "Important Atlanta seed name but no established under-$500k pre-seed check policy", "engine": "perplexity", "instead": ["Atlanta Technology Angels"]}, {"strength": "listed", "q": "I have an Atlanta B2B SaaS company at $40k MRR. Which local investors should be on my raise list?", "qid": "atli_006", "family": "capital_path", "ev": "Overline Strong generalist seed option. Southeast-focused, inception through Seed", "char": "Strong generalist seed option, $250k-$1.5M first checks, prefers to lead; potential lead", "engine": "chatgpt", "instead": ["Tech Square Ventures"]}, {"strength": "listed", "q": "Who in Atlanta writes the first institutional check for a hardware or deep tech company?", "qid": "atli_009", "family": "capital_path", "ev": "not deep-tech-specific, but explicitly built to be the first institutional investor", "char": "Generalist first institutional investor, $250K-$1.5M checks, prefers to lead", "engine": "chatgpt", "instead": ["Tech Square Ventures"]}, {"strength": "listed", "q": "Build me a target list of 15 Atlanta-area seed investors for a healthtech company.", "qid": "atli_015", "family": "capital_path", "ev": "One of Atlanta's clearest institutional seed funds: inception through seed, $250K-$1.5M first checks", "char": "Clear institutional seed fund, $250K-$1.5M first checks, willing to lead", "engine": "chatgpt", "instead": ["Atlanta Ventures"]}, {"strength": "mentioned", "q": "Which Atlanta organizations run real investor introduction programs rather than just pitch events?", "qid": "atli_017", "family": "capital_path", "ev": "Forum Ventures, Overline, RevUp and Valor", "char": "Named as a VC partner of Atlanta Tech Village's program", "engine": "chatgpt", "instead": ["ATDC", "Atlanta Tech Village"]}, {"strength": "listed", "q": "Series A investors actively backing Atlanta and Southeast SaaS companies", "qid": "atli_018", "family": "capital_path", "ev": "More likely an existing/inside investor or A participant than your primary A lead.", "char": "More likely inside investor or A participant than the Series A lead", "engine": "chatgpt", "instead": ["Tech Square Ventures", "BIP Ventures"]}, {"strength": "listed", "q": "Atlanta startup scene: who does what?", "qid": "atli_060", "family": "front_door", "ev": "Overline Atlanta seed-stage VC", "char": "Atlanta seed-stage venture fund for founders raising institutional capital", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "mentioned", "q": "Which Atlanta programs for underrepresented founders lead to actual investment rather than a certificate?", "qid": "atli_136", "family": "inclusion", "ev": "curated meetings with investors such as Atlanta Ventures, Collab Capital, Overline, and others", "char": "Named as one of the investors founders meet through the program", "engine": "chatgpt", "instead": ["Atlanta Tech Village"]}], "own_pages": [{"url": "https://overline.vc/", "answers": 23}, {"url": "https://overline.vc/jobs", "answers": 1}, {"url": "https://talent.overline.vc/companies/sola/jobs/47847395-lead-actuary", "answers": 1}, {"url": "https://talent.overline.vc/jobs", "answers": 1}, {"url": "https://talent.overline.vc/companies/homegrown-2-7c1cdbea-390f-4e96-b86f-20a9717387a7", "answers": 1}], "q_named": 37, "q_total": 190, "cite_split": {"cited": [23, 10], "uncited": [45, 3]}, "type_label": "Venture fund", "best_for": [{"id": "seed_founder_raising", "label": "I'm raising a pre-seed or seed round", "rec": 10}, {"id": "idea_stage_founder", "label": "I have an idea and no network yet", "rec": 3}], "described": ["Top pick; inception-to-seed, $250K-$1.5M checks, prefers to lead or co-lead", "Inception-to-seed generalist, $250k-$1.5M first checks, prefers to lead; top pick", "Strong generalist seed option, $250k-$1.5M first checks, prefers to lead; potential lead", "Generalist first institutional investor, $250K-$1.5M checks, prefers to lead"], "fit_notes": ["Local fund noted as software/fintech oriented, not a hardware backer", "Leads early-stage rounds but cold email is less reliable than events", "Important Atlanta seed name but no established under-$500k pre-seed check policy"], "rec_rank": 8, "website": "https://overline.vc", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Overline is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Overline in 68 of 760 answers, and the engines pick it in 13. When they pass it over, they usually give a reason, and 3 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://overline.vc/. The engines cited it in 23 of the answers that name Overline, more than any other page on your site.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Local fund noted as software/fintech oriented, not a hardware backer.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Overline is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Who in Atlanta writes the first institutional check for a hardware or deep tech company?", "Which Atlanta investors actually take cold inbound from founders they have never met?", "Which Atlanta funds write pre-seed checks under $500k?"], "words": [{"text": "Atlanta's VC scene (TechSquare Ventures, TTV Capital, Panoramic Ventures, Overline Ventures) skews heavily toward B2B software and fintech rather than hardware", "engine": "Claude", "q": "Who in Atlanta writes the first institutional check for a hardware or deep tech company?"}, {"text": "The rest of the well-known local stack — ... Overline Ventures, Knoll Ventures, Atlanta Seed Company — consistently lead early-stage rounds", "engine": "Claude", "q": "Which Atlanta investors actually take cold inbound from founders they have never met?"}, {"text": "publicly available material does not establish a reliable under-$500k pre-seed initial-check policy", "engine": "Perplexity", "q": "Which Atlanta funds write pre-seed checks under $500k?"}], "page": "https://overline.vc/", "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Overline the way this page does.", "n": 1, "id": "overline-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Overline can't take to BIP Ventures and Atlanta Seed Company", "who": "Program or fund lead", "time": "10 min", "why": "In the answers where the engines turned founders away from Overline for fit, they sent them to BIP Ventures and Atlanta Seed Company instead. A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let BIP Ventures know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Overline? BIP Ventures and Atlanta Seed Company are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "BIP Ventures", "slug": "bip-ventures", "answers": 1}, {"name": "Atlanta Seed Company", "slug": "atlanta-seed-company", "answers": 1}], "questions": ["Who in Atlanta writes the first institutional check for a hardware or deep tech company?", "Which Atlanta investors actually take cold inbound from founders they have never met?", "Which Atlanta funds write pre-seed checks under $500k?", "I have an Atlanta B2B SaaS company at $40k MRR. Which local investors should be on my raise list?", "Build me a target list of 15 Atlanta-area seed investors for a healthtech company."], "words": [], "check": "In December, watch the answers that turn founders away from Overline: do they name an Atlanta option next?", "n": 2, "id": "overline-referral-2", "status": "open"}, {"kind": "lists", "title": "Get Overline onto the 1 most-cited Atlanta list it's missing from", "who": "Marketing or communications lead", "time": "5 min", "why": "When founders ask about Atlanta's ecosystem, the engines lean on a handful of lists far more than on anyone's own site. We read the eight they cite most on September 13, 2026. Overline isn't on these.", "helps": "Every accurate listing makes the whole ecosystem easier for the engines to describe.", "steps": ["Startup Atlanta Guide: Inclusive Innovation (19 citations): https://guide.startupatlanta.com/inclusive-innovation", "Some are short “top five” lists. Ask anyway, and ask to be considered for the next update."], "lists": [{"title": "Startup Atlanta Guide: Inclusive Innovation", "url": "https://guide.startupatlanta.com/inclusive-innovation", "reach": "19 citations"}], "copy": {"label": "A note to each editor", "text": "Hi, your page “[list title]” is one of the sources AI assistants cite when founders ask about Atlanta's startup ecosystem. Overline isn't on it yet. Overline [one sentence on who you serve and what founders get]. Details are at [your page]. Glad to send anything you need for your next update. Thank you, [name], Overline"}, "questions": [], "words": [], "check": "We re-read the same lists before the December re-measure and mark what changed.", "n": 3, "id": "overline-lists-3", "status": "open"}, {"kind": "verify", "title": "Check Overline's row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. That's it."], "questions": [], "words": [], "check": "The re-measure checks whether the engines describe your terms correctly.", "n": 4, "id": "overline-verify-4", "status": "open"}], "cited_with": [{"d": "ventureatlanta.org", "n": 28, "own": false}, {"d": "overline.vc", "n": 23, "own": true}, {"d": "openvc.app", "n": 23, "own": false}, {"d": "atlantaventures.com", "n": 20, "own": false}, {"d": "linkedin.com", "n": 17, "own": false}, {"d": "atdc.org", "n": 17, "own": false}], "by_engine": {"chatgpt": [190, 16, 4], "claude": [190, 8, 1], "gemini": [190, 21, 1], "perplexity": [190, 23, 7]}}, {"id": "atlanta_technology_angels", "slug": "atlanta-technology-angels", "name": "Atlanta Technology Angels", "type": "fund", "n": 760, "named": 46, "rec": 13, "named_pct": 6.1, "rec_pct": 1.7, "families": [{"id": "capital_path", "label": "Raising money", "named": 33, "rec": 13}, {"id": "sector", "label": "Sector fit", "named": 4, "rec": 0}, {"id": "front_door", "label": "Where to start", "named": 2, "rec": 0}, {"id": "inclusion", "label": "Underrepresented founders", "named": 2, "rec": 0}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 2, "rec": 0}, {"id": "space_community", "label": "Space and community", "named": 1, "rec": 0}, {"id": "talent", "label": "Hiring and cofounders", "named": 1, "rec": 0}, {"id": "program_selection", "label": "Choosing a program", "named": 1, "rec": 0}], "instead": [{"name": "ATDC", "slug": "atdc", "answers": 7}, {"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 6}, {"name": "Overline", "slug": "overline", "answers": 3}, {"name": "Atlanta Ventures", "slug": "atlanta-ventures", "answers": 3}], "own_site_cited": 0, "quotes": [{"text": "Atlanta Technology Angels — probably your most direct route.", "engine": "chatgpt", "q": "How does a pre-revenue Atlanta founder get in front of accredited angel investors?"}, {"text": "#1 target: Atlanta Technology Angels ... ATA is unusually well aligned with what you described.", "engine": "chatgpt", "q": "Atlanta angel groups that fund pre-revenue software companies"}, {"text": "Atlanta Technology Angels (ATA) — probably the best first stop for a new angel.", "engine": "chatgpt", "q": "As an angel new to Atlanta, which groups or syndicates should I join to see deals?"}, {"text": "I'd prioritize: Atlanta Technology Angels meeting → ATV Startup Chowdown/Pitch Practice", "engine": "chatgpt", "q": "Where do Atlanta's most active angel investors spend their time?"}], "passed": [{"strength": "cautioned", "q": "Which Atlanta organizations run real investor introduction programs rather than just pitch events?", "qid": "atli_017", "family": "capital_path", "ev": "Atlanta Technology Angels is not really an introduction service. It's the investor itself", "char": "Not an introduction service; it is an investor with an application process", "engine": "chatgpt", "instead": ["ATDC", "Atlanta Tech Village"]}, {"strength": "cautioned", "q": "Who actually leads seed rounds for Atlanta software startups?", "qid": "atli_001", "family": "capital_path", "ev": "better treated as a potentially important syndicate participant than assumed to be the lead for every software seed", "char": "Angel network good for pre-seed and syndicate, but should not be assumed as lead", "engine": "perplexity", "instead": ["Atlanta Ventures", "Overline", "Tech Square Ventures"]}, {"strength": "listed", "q": "Which Atlanta funds write pre-seed checks under $500k?", "qid": "atli_005", "family": "capital_path", "ev": "Atlanta Technology Angels ~$200k+ Pre-seed/Seed Broad tech; angel group rather than traditional fund", "char": "Angel group rather than fund, roughly $200k+ into broad tech at pre-seed/seed", "engine": "chatgpt", "instead": ["Overline"]}, {"strength": "listed", "q": "Build me a target list of 15 Atlanta-area seed investors for a healthtech company.", "qid": "atli_015", "family": "capital_path", "ev": "Member-led Southeast early-stage angel organization with a sidecar co-investment vehicle.", "char": "Member-led angel org with sidecar fund; best for filling a syndicate", "engine": "chatgpt", "instead": ["Atlanta Ventures"]}, {"strength": "listed", "q": "Which Atlanta coworking spaces have the best access to mentors and investors?", "qid": "atli_107", "family": "space_community", "ev": "A few Atlanta investor networks you’d likely want to overlap with include groups like Atlanta Technology Angels", "char": "Investor network suggested as a group to overlap with while fundraising", "engine": "chatgpt", "instead": ["Atlanta Tech Village"]}, {"strength": "listed", "q": "Where do Black founders in Atlanta find mentorship from people who have actually exited?", "qid": "atli_134", "family": "inclusion", "ev": "Look for rooms connected to: Atlanta Technology Angels", "char": "Angel investor room where exited founders can be found", "engine": "chatgpt", "instead": ["Russell Innovation Center for Entrepreneurs"]}, {"strength": "listed", "q": "Build me a target list of 15 Atlanta-area seed investors for a healthtech company.", "qid": "atli_015", "family": "capital_path", "ev": "12 Atlanta Technology Angels (ATA) Angel network $200K-$2M per deal One of the largest angel networks in Georgia", "char": "Largest Georgia angel network with health IT portfolio companies", "engine": "claude", "instead": ["BIP Ventures"]}, {"strength": "listed", "q": "Who should an Atlanta founder talk to before their first raise?", "qid": "atli_022", "family": "capital_path", "ev": "Engage with accredited investors through Atlanta Technology Angels. Informal screening conversations offer a clear reality check", "char": "Angel network whose screening conversations give a reality check on terms and valuations", "engine": "gemini", "instead": ["ATDC"]}, {"strength": "listed", "q": "Where do Atlanta's most active angel investors spend their time?", "qid": "atli_026", "family": "capital_path", "ev": "Holds monthly member pitch meetings at Atlanta Tech Village and social gatherings around metro locations like The Battery.", "char": "Holds monthly member pitch meetings at Atlanta Tech Village plus metro social gatherings", "engine": "gemini", "instead": ["Atlanta Tech Village"]}, {"strength": "listed", "q": "Where should an edtech founder in Atlanta look for programs and funding?", "qid": "atli_094", "family": "sector", "ev": "An active network of angel investors providing private capital and mentorship to local early-stage tech companies.", "char": "Angel investor network providing capital and mentorship to early-stage tech", "engine": "gemini", "instead": ["ATDC"]}], "own_pages": [], "q_named": 26, "q_total": 190, "cite_split": {"cited": [0, 0], "uncited": [46, 13]}, "type_label": "Angel network", "best_for": [{"id": "angel_investor", "label": "I'm an angel investor", "rec": 6}, {"id": "seed_founder_raising", "label": "I'm raising a pre-seed or seed round", "rec": 4}, {"id": "idea_stage_founder", "label": "I have an idea and no network yet", "rec": 3}], "described": ["Most direct route; monthly applications, accepts prototype-stage pre-revenue companies", "Angel group rather than fund, roughly $200k+ into broad tech at pre-seed/seed", "Best direct fit; funds prototype-stage pre-revenue software, $100K-$300K checks, can lead $300K-$750K rounds", "Member-led angel org with sidecar fund; best for filling a syndicate"], "fit_notes": ["Not an introduction service; it is an investor with an application process", "Angel network good for pre-seed and syndicate, but should not be assumed as lead"], "rec_rank": 9, "website": null, "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Atlanta Technology Angels is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Atlanta Technology Angels in 46 of 760 answers, and the engines pick it in 13. When they pass it over, they usually give a reason, and 2 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Pick the page that best describes what Atlanta Technology Angels offers founders. The engines rarely cite your own site today, so a clear, current page is the fastest way to be quoted correctly.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Not an introduction service; it is an investor with an application process.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Atlanta Technology Angels is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Which Atlanta organizations run real investor introduction programs rather than just pitch events?", "Who actually leads seed rounds for Atlanta software startups?"], "words": [{"text": "Atlanta Technology Angels is not really an introduction service. It's the investor itself", "engine": "ChatGPT", "q": "Which Atlanta organizations run real investor introduction programs rather than just pitch events?"}, {"text": "better treated as a potentially important syndicate participant than assumed to be the lead for every software seed", "engine": "Perplexity", "q": "Who actually leads seed rounds for Atlanta software startups?"}], "page": null, "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Atlanta Technology Angels the way this page does.", "n": 1, "id": "atlanta-technology-angels-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Atlanta Technology Angels can't take to ATDC and Atlanta Tech Village", "who": "Program or fund lead", "time": "10 min", "why": "In the answers where the engines turned founders away from Atlanta Technology Angels for fit, they sent them to ATDC and Atlanta Tech Village instead. A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let ATDC know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Atlanta Technology Angels? ATDC and Atlanta Tech Village are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "ATDC", "slug": "atdc", "answers": 1}, {"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 1}], "questions": ["Which Atlanta organizations run real investor introduction programs rather than just pitch events?", "Who actually leads seed rounds for Atlanta software startups?", "Which Atlanta funds write pre-seed checks under $500k?", "Build me a target list of 15 Atlanta-area seed investors for a healthtech company.", "Which Atlanta coworking spaces have the best access to mentors and investors?"], "words": [], "check": "In December, watch the answers that turn founders away from Atlanta Technology Angels: do they name an Atlanta option next?", "n": 2, "id": "atlanta-technology-angels-referral-2", "status": "open"}, {"kind": "lists", "title": "Get Atlanta Technology Angels onto the 2 most-cited Atlanta lists it's missing from", "who": "Marketing or communications lead", "time": "10 min", "why": "When founders ask about Atlanta's ecosystem, the engines lean on a handful of lists far more than on anyone's own site. We read the eight they cite most on September 13, 2026. Atlanta Technology Angels isn't on these.", "helps": "Every accurate listing makes the whole ecosystem easier for the engines to describe.", "steps": ["Startup Atlanta Guide: Inclusive Innovation (19 citations): https://guide.startupatlanta.com/inclusive-innovation", "Failory: Top 16 Venture Capital Firms in Atlanta (7 answers): https://www.failory.com/blog/venture-capital-firms-atlanta", "Some are short “top five” lists. Ask anyway, and ask to be considered for the next update."], "lists": [{"title": "Startup Atlanta Guide: Inclusive Innovation", "url": "https://guide.startupatlanta.com/inclusive-innovation", "reach": "19 citations"}, {"title": "Failory: Top 16 Venture Capital Firms in Atlanta", "url": "https://www.failory.com/blog/venture-capital-firms-atlanta", "reach": "7 answers"}], "copy": {"label": "A note to each editor", "text": "Hi, your page “[list title]” is one of the sources AI assistants cite when founders ask about Atlanta's startup ecosystem. Atlanta Technology Angels isn't on it yet. Atlanta Technology Angels [one sentence on who you serve and what founders get]. Details are at [your page]. Glad to send anything you need for your next update. Thank you, [name], Atlanta Technology Angels"}, "questions": [], "words": [], "check": "We re-read the same lists before the December re-measure and mark what changed.", "n": 3, "id": "atlanta-technology-angels-lists-3", "status": "open"}, {"kind": "verify", "title": "Check Atlanta Technology Angels' row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. That's it."], "questions": [], "words": [], "check": "The re-measure checks whether the engines describe your terms correctly.", "n": 4, "id": "atlanta-technology-angels-verify-4", "status": "open"}], "cited_with": [{"d": "ventureatlanta.org", "n": 21, "own": false}, {"d": "angelatlanta.com", "n": 18, "own": false}, {"d": "atdc.org", "n": 15, "own": false}, {"d": "startupintros.com", "n": 13, "own": false}, {"d": "tieatlanta.org", "n": 12, "own": false}, {"d": "angelmatch.io", "n": 12, "own": false}], "by_engine": {"chatgpt": [190, 11, 4], "claude": [190, 8, 5], "gemini": [190, 12, 1], "perplexity": [190, 15, 3]}}, {"id": "collab_capital", "slug": "collab-capital", "name": "Collab Capital", "type": "fund", "n": 760, "named": 61, "rec": 12, "named_pct": 8.0, "rec_pct": 1.6, "families": [{"id": "inclusion", "label": "Underrepresented founders", "named": 26, "rec": 8}, {"id": "capital_path", "label": "Raising money", "named": 19, "rec": 4}, {"id": "front_door", "label": "Where to start", "named": 5, "rec": 0}, {"id": "program_selection", "label": "Choosing a program", "named": 5, "rec": 0}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 4, "rec": 0}, {"id": "sector", "label": "Sector fit", "named": 1, "rec": 0}, {"id": "space_community", "label": "Space and community", "named": 1, "rec": 0}], "instead": [{"name": "ATDC", "slug": "atdc", "answers": 10}, {"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 6}, {"name": "Georgia Tech", "slug": "georgia-tech", "answers": 2}, {"name": "BIP Ventures", "slug": "bip-ventures", "answers": 2}], "own_site_cited": 9, "quotes": [{"text": "Collab Capital — highest-priority conversation.", "engine": "chatgpt", "q": "A Black woman founder in Atlanta raising $1M: who realistically writes that check?"}, {"text": "the strongest Atlanta examples are probably Collab Capital, Fearless Fund, 100 Black Angels & Allies Fund", "engine": "chatgpt", "q": "Are there venture funds in Atlanta run by Black investors?"}, {"text": "This is probably your first call.", "engine": "claude", "q": "A Black woman founder in Atlanta raising $1M: who realistically writes that check?"}, {"text": "This is probably the most Atlanta-native, Black-founder-focused early-stage fund.", "engine": "claude", "q": "What Atlanta programs and funds are built for Black founders raising their first round?"}], "passed": [{"strength": "listed", "q": "Compare the main early-stage venture funds based in Atlanta by stage and check size.", "qid": "atli_011", "family": "capital_path", "ev": "its website says an idea/MVP-stage company is generally too early", "char": "Seed to Series A, $500K-$2M; wants product in market, idea stage too early", "engine": "chatgpt", "instead": ["Overline"]}, {"strength": "mentioned", "q": "Which Atlanta organizations run real investor introduction programs rather than just pitch events?", "qid": "atli_017", "family": "capital_path", "ev": "Current listed VC partners include Atlanta Ventures, Collab Capital, Drive Capital", "char": "Named as a VC partner of Atlanta Tech Village's program", "engine": "chatgpt", "instead": ["ATDC", "Atlanta Tech Village"]}, {"strength": "listed", "q": "Atlanta startup scene: who does what?", "qid": "atli_060", "family": "front_door", "ev": "Collab Capital VC investing in Black founders", "char": "VC investing in Black founders and venture-scale Black-led startups", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "Which Atlanta organizations have actually funded Black women founders, not just featured them?", "qid": "atli_130", "family": "inclusion", "ev": "A Black-led venture fund focused on investing in Black entrepreneurs, including Atlanta founders.", "char": "Black-led venture fund investing in Black entrepreneurs including Atlanta founders", "engine": "chatgpt", "instead": ["Fearless Fund"]}, {"strength": "listed", "q": "Which Atlanta programs for underrepresented founders lead to actual investment rather than a certificate?", "qid": "atli_136", "family": "inclusion", "ev": "Direct VC/fund relationships — especially Collab Capital and Zane Venture Fund if you already have traction.", "char": "Fund, not accelerator, investing in Black founders; recommended as a direct VC relationship if you have traction", "engine": "chatgpt", "instead": ["Atlanta Tech Village"]}, {"strength": "listed", "q": "I am a woman founder in Atlanta raising a seed round. Which investors here have backed women-led companies?", "qid": "atli_137", "family": "inclusion", "ev": "Atlanta fund focused on underrepresented founders; has backed women-led companies", "char": "Atlanta fund for underrepresented founders that has backed women-led companies", "engine": "chatgpt", "instead": ["Valor Ventures"]}, {"strength": "listed", "q": "Where does proprietary early-stage deal flow come from in Atlanta?", "qid": "atli_004", "family": "capital_path", "ev": "Groups like Collab Capital (Black founders) ... run their own scouting and mentorship pipelines", "char": "Black-founder-focused group running its own scouting and mentorship pipeline", "engine": "claude", "instead": ["Georgia Tech", "Venture Atlanta"]}, {"strength": "listed", "q": "Who should an Atlanta founder talk to before their first raise?", "qid": "atli_022", "family": "capital_path", "ev": "Collab Capital, which focuses on helping founders build sustainable, tech-enabled businesses", "char": "Helps founders build sustainable tech-enabled businesses", "engine": "claude", "instead": ["Atlanta Tech Village"]}, {"strength": "listed", "q": "Do Atlanta incubators actually help you raise, or is it mostly workshops?", "qid": "atli_038", "family": "program_selection", "ev": "it's really a venture fund with an incubator-like structure — checks of $500,000 to $2,000,000", "char": "Fund with incubator-like structure writing $500K–$2M checks to Black-led founders", "engine": "claude", "instead": ["Techstars Atlanta"]}, {"strength": "listed", "q": "Which Atlanta investors actually take cold inbound from founders they have never met?", "qid": "atli_013", "family": "capital_path", "ev": "Operates an open submission model where the investment team reviews all inbound web applications.", "char": "Open online intake form reviewed by the investment team", "engine": "gemini", "instead": ["BIP Ventures"]}], "own_pages": [{"url": "https://www.collab.capital/who-we-fund", "answers": 5}, {"url": "https://www.collab.capital/", "answers": 5}, {"url": "https://www.collab.capital/portfolio", "answers": 5}, {"url": "https://collab.capital/team/baheejah-crumbley", "answers": 3}, {"url": "https://www.collab.capital/companies/goodr", "answers": 2}, {"url": "https://www.collab.capital/companies/hairbrella", "answers": 2}], "q_named": 33, "q_total": 190, "cite_split": {"cited": [9, 3], "uncited": [52, 9]}, "type_label": "Venture fund", "best_for": [{"id": "underrepresented_founder", "label": "I'm an underrepresented founder", "rec": 12}], "described": ["Seed to Series A, $500K-$2M; wants product in market, idea stage too early", "Top priority; $500K-$2M checks able to cover the entire $1M round", "VC investing in Black founders and venture-scale Black-led startups", "Black-led venture fund investing in Black entrepreneurs including Atlanta founders"], "fit_notes": [], "rec_rank": 10, "website": "https://collab.capital", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Collab Capital is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Collab Capital in 61 of 760 answers, and the engines pick it in 12. Where the terms aren't written down, the engines hedge or point elsewhere.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://www.collab.capital/who-we-fund. The engines cited it in 5 of the answers that name Collab Capital, more than any other page on your site.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Collab Capital is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Compare the main early-stage venture funds based in Atlanta by stage and check size.", "Which Atlanta organizations run real investor introduction programs rather than just pitch events?", "Atlanta startup scene: who does what?", "Which Atlanta organizations have actually funded Black women founders, not just featured them?", "Which Atlanta programs for underrepresented founders lead to actual investment rather than a certificate?"], "words": [{"text": "its website says an idea/MVP-stage company is generally too early", "engine": "ChatGPT", "q": "Compare the main early-stage venture funds based in Atlanta by stage and check size."}, {"text": "Current listed VC partners include Atlanta Ventures, Collab Capital, Drive Capital", "engine": "ChatGPT", "q": "Which Atlanta organizations run real investor introduction programs rather than just pitch events?"}, {"text": "Collab Capital VC investing in Black founders", "engine": "ChatGPT", "q": "Atlanta startup scene: who does what?"}], "page": "https://www.collab.capital/who-we-fund", "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Collab Capital the way this page does.", "n": 1, "id": "collab-capital-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Collab Capital can't take to ATDC and Atlanta Tech Village", "who": "Program or fund lead", "time": "10 min", "why": "When the engines name Collab Capital but recommend someone else, they most often recommend ATDC (10 answers) and Atlanta Tech Village (6 answers). A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let ATDC know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Collab Capital? ATDC and Atlanta Tech Village are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "ATDC", "slug": "atdc", "answers": 10}, {"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 6}], "questions": ["Compare the main early-stage venture funds based in Atlanta by stage and check size.", "Which Atlanta organizations run real investor introduction programs rather than just pitch events?", "Atlanta startup scene: who does what?", "Which Atlanta organizations have actually funded Black women founders, not just featured them?", "Which Atlanta programs for underrepresented founders lead to actual investment rather than a certificate?"], "words": [], "check": "In December, watch the answers that turn founders away from Collab Capital: do they name an Atlanta option next?", "n": 2, "id": "collab-capital-referral-2", "status": "open"}, {"kind": "verify", "title": "Check Collab Capital's row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. That's it."], "questions": [], "words": [], "check": "The re-measure checks whether the engines describe your terms correctly.", "n": 3, "id": "collab-capital-verify-3", "status": "open"}], "cited_with": [{"d": "guide.startupatlanta.com", "n": 17, "own": false}, {"d": "atdc.org", "n": 17, "own": false}, {"d": "ventureatlanta.org", "n": 15, "own": false}, {"d": "atlantatechvillage.com", "n": 15, "own": false}, {"d": "atlantaventures.com", "n": 13, "own": false}, {"d": "startupintros.com", "n": 12, "own": false}], "by_engine": {"chatgpt": [190, 8, 2], "claude": [190, 17, 5], "gemini": [190, 20, 1], "perplexity": [190, 16, 4]}}, {"id": "curiosity_lab", "slug": "curiosity-lab-at-peachtree-corners", "name": "Curiosity Lab at Peachtree Corners", "type": "agency", "n": 760, "named": 22, "rec": 12, "named_pct": 2.9, "rec_pct": 1.6, "families": [{"id": "public_sector", "label": "City and state support", "named": 12, "rec": 11}, {"id": "program_selection", "label": "Choosing a program", "named": 4, "rec": 1}, {"id": "space_community", "label": "Space and community", "named": 4, "rec": 0}, {"id": "front_door", "label": "Where to start", "named": 1, "rec": 0}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 1, "rec": 0}], "instead": [{"name": "Tech North Atlanta", "slug": "tech-north-atlanta", "answers": 2}, {"name": "ATDC", "slug": "atdc", "answers": 2}, {"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 1}], "own_site_cited": 14, "quotes": [{"text": "Curiosity Lab at Peachtree Corners is probably metro Atlanta's most distinctive suburban startup asset.", "engine": "chatgpt", "q": "Which metro Atlanta suburbs have their own startup incubators worth applying to?"}, {"text": "Peachtree Corners is the clearest example. Its Curiosity Lab at Peachtree Corners gives companies access to a real-world smart-city environment", "engine": "chatgpt", "q": "I run a startup in Atlanta's northern suburbs. What do the cities outside Atlanta offer startups that the city itself doesn't?"}, {"text": "For most commercial AV/smart-city pilots, I'd start with Curiosity Lab.", "engine": "chatgpt", "q": "Where can I test autonomous vehicle or smart city technology in Georgia?"}, {"text": "The standout is Peachtree Corners. ... the city has deliberately created infrastructure for companies to test, demo and deploy technology on public streets", "engine": "chatgpt", "q": "Which local governments in metro Atlanta pilot products from startups, and who do I contact?"}], "passed": [{"strength": "listed", "q": "Which metro Atlanta suburbs have their own startup incubators worth applying to?", "qid": "atli_050", "family": "program_selection", "ev": "Curiosity Lab is a real-world autonomous vehicle/smart city testbed, so it's a good fit", "char": "Peachtree Corners smart-city and autonomous vehicle testbed hosting the 5G incubator", "engine": "claude", "instead": ["Tech North Atlanta"]}, {"strength": "mentioned", "q": "Startup spaces in Atlanta with lab or hardware facilities", "qid": "atli_108", "family": "space_community", "ev": "positioned in the Curiosity Lab innovation district (smart-city/IoT testbed)", "char": "Smart-city/IoT testbed innovation district surrounding Prototype Prime", "engine": "claude", "instead": ["ATDC"]}, {"strength": "listed", "q": "Which metro Atlanta suburbs have their own startup incubators worth applying to?", "qid": "atli_050", "family": "program_selection", "ev": "Apply to Curiosity Lab if your startup needs real-world infrastructure", "char": "Standout for hardware/deep tech needing real-world 5G, smart-city and AV testing", "engine": "perplexity", "instead": ["Tech North Atlanta"]}, {"strength": "listed", "q": "Where do Atlanta founders on the north side of the metro work?", "qid": "atli_101", "family": "space_community", "ev": "Peachtree Corners Atlanta Tech Park, Curiosity Lab, Second Story", "char": "Peachtree Corners smart-city/mobility innovation resource", "engine": "perplexity", "instead": ["Atlanta Tech Village"]}, {"strength": "listed", "q": "Is there free or subsidized office space for startups from the city or the state in Atlanta?", "qid": "atlp_035", "family": "public_sector", "ev": "Curiosity Lab at Peachtree Corners — actually free, if you fit. It's city-owned and operated, and available for use free of charge", "char": "Genuinely free city-owned innovation center, best for mobility and smart-city hardware", "engine": "claude", "instead": ["ATDC"]}], "own_pages": [{"url": "https://curiositylabptc.com/", "answers": 6}, {"url": "https://curiositylabptc.com/startups", "answers": 5}, {"url": "https://curiositylabptc.com/testing", "answers": 3}, {"url": "https://curiositylabptc.com/faq", "answers": 2}, {"url": "https://curiositylabptc.com/about-curiosity-lab-2", "answers": 2}, {"url": "https://curiositylabptc.com/press_release/t-mobile-georgia-tech-and-curiosity-lab-team-up-to-fuel-5g-innovation-in-drones-autonomous-vehicles-robotics-and-more", "answers": 2}], "q_named": 9, "q_total": 190, "cite_split": {"cited": [14, 10], "uncited": [8, 2]}, "type_label": "City innovation district", "best_for": [{"id": "govtech_founder", "label": "I sell to, or pilot with, government", "rec": 7}, {"id": "suburban_founder", "label": "I'm based outside the city limits", "rec": 4}, {"id": "idea_stage_founder", "label": "I have an idea and no network yet", "rec": 1}], "described": ["Peachtree Corners deep-tech asset with 5G, prototyping and real-world testing infrastructure", "Peachtree Corners smart-city and autonomous vehicle testbed hosting the 5G incubator", "Peachtree Corners smart-city incubator with living-lab AV testing track and innovation center", "Publicly funded smart-city living lab for hardware, IoT and mobility founders"], "fit_notes": [], "rec_rank": 11, "website": "https://www.curiositylabptc.com", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Curiosity Lab at Peachtree Corners is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Curiosity Lab at Peachtree Corners in 22 of 760 answers, and the engines pick it in 12. Where the terms aren't written down, the engines hedge or point elsewhere.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://curiositylabptc.com/startups. The engines cited it in 5 of the answers that name Curiosity Lab at Peachtree Corners.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Curiosity Lab at Peachtree Corners is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Which metro Atlanta suburbs have their own startup incubators worth applying to?", "Startup spaces in Atlanta with lab or hardware facilities", "Where do Atlanta founders on the north side of the metro work?", "Is there free or subsidized office space for startups from the city or the state in Atlanta?"], "words": [{"text": "Curiosity Lab is a real-world autonomous vehicle/smart city testbed, so it's a good fit", "engine": "Claude", "q": "Which metro Atlanta suburbs have their own startup incubators worth applying to?"}, {"text": "positioned in the Curiosity Lab innovation district (smart-city/IoT testbed)", "engine": "Claude", "q": "Startup spaces in Atlanta with lab or hardware facilities"}, {"text": "Apply to Curiosity Lab if your startup needs real-world infrastructure", "engine": "Perplexity", "q": "Which metro Atlanta suburbs have their own startup incubators worth applying to?"}], "page": "https://curiositylabptc.com/startups", "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Curiosity Lab at Peachtree Corners the way this page does.", "n": 1, "id": "curiosity-lab-at-peachtree-corners-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Curiosity Lab at Peachtree Corners can't take to Tech North Atlanta and ATDC", "who": "Program or fund lead", "time": "10 min", "why": "When the engines name Curiosity Lab at Peachtree Corners but recommend someone else, they most often recommend Tech North Atlanta (2 answers) and ATDC (2 answers). A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let Tech North Atlanta know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Curiosity Lab at Peachtree Corners? Tech North Atlanta and ATDC are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "Tech North Atlanta", "slug": "tech-north-atlanta", "answers": 2}, {"name": "ATDC", "slug": "atdc", "answers": 2}], "questions": ["Which metro Atlanta suburbs have their own startup incubators worth applying to?", "Startup spaces in Atlanta with lab or hardware facilities", "Where do Atlanta founders on the north side of the metro work?", "Is there free or subsidized office space for startups from the city or the state in Atlanta?"], "words": [], "check": "In December, watch the answers that turn founders away from Curiosity Lab at Peachtree Corners: do they name an Atlanta option next?", "n": 2, "id": "curiosity-lab-at-peachtree-corners-referral-2", "status": "open"}], "cited_with": [{"d": "curiositylabptc.com", "n": 14, "own": true}, {"d": "atdc.org", "n": 6, "own": false}, {"d": "connectedalpharetta.com", "n": 4, "own": false}, {"d": "peachtreecornersga.gov", "n": 4, "own": false}, {"d": "ventureatlanta.org", "n": 4, "own": false}, {"d": "pingeorgia.org", "n": 4, "own": false}], "by_engine": {"chatgpt": [190, 5, 4], "claude": [190, 8, 3], "gemini": [190, 5, 3], "perplexity": [190, 4, 2]}}, {"id": "emory_university", "slug": "emory-university", "name": "Emory University", "type": "university", "n": 760, "named": 167, "rec": 11, "named_pct": 22.0, "rec_pct": 1.4, "families": [{"id": "university_pipeline", "label": "Universities and students", "named": 69, "rec": 9}, {"id": "talent", "label": "Hiring and cofounders", "named": 20, "rec": 0}, {"id": "sector", "label": "Sector fit", "named": 18, "rec": 2}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 15, "rec": 0}, {"id": "program_selection", "label": "Choosing a program", "named": 13, "rec": 0}, {"id": "front_door", "label": "Where to start", "named": 10, "rec": 0}, {"id": "capital_path", "label": "Raising money", "named": 9, "rec": 0}, {"id": "inclusion", "label": "Underrepresented founders", "named": 7, "rec": 0}, {"id": "public_sector", "label": "City and state support", "named": 5, "rec": 0}, {"id": "space_community", "label": "Space and community", "named": 1, "rec": 0}], "instead": [{"name": "Georgia Tech", "slug": "georgia-tech", "answers": 39}, {"name": "ATDC", "slug": "atdc", "answers": 34}, {"name": "Georgia Tech CREATE-X", "slug": "georgia-tech-create-x", "answers": 22}, {"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 12}], "own_site_cited": 75, "quotes": [{"text": "Emory can be more than a prospective customer. The Emory Healthcare Innovation Hub explicitly works with companies to develop, validate, and facilitate adoption of healthcare technologies", "engine": "chatgpt", "q": "I am building enterprise software for healthcare systems. What does Atlanta offer me specifically?"}, {"text": "Its strongest advantage is the intersection of large provider organizations, Emory-Georgia Tech research and engineering, public-health institutions", "engine": "perplexity", "q": "I am building enterprise software for healthcare systems. What does Atlanta offer me specifically?"}, {"text": "Strong second ecosystem, particularly life sciences/healthcare", "engine": "chatgpt", "q": "Which universities in Atlanta produce the most venture-backed startups?"}, {"text": "Emory University explicitly opens its Techstars Emory Founder Catalyst to alumni", "engine": "chatgpt", "q": "I graduated from an Atlanta university five years ago. Can alumni still use its startup programs?"}], "passed": [{"strength": "cautioned", "q": "Which Atlanta universities run hackathons or pitch competitions that are open to the public?", "qid": "atlp_018", "family": "university_pipeline", "ev": "Emory’s Pitch the Summit is strong but currently restricted to degree-seeking Emory students.", "char": "Its competitions are restricted to Emory students, not public entry", "engine": "perplexity", "instead": ["Georgia Tech"]}, {"strength": "listed", "q": "Which Atlanta programs are built for revenue-generating companies rather than idea-stage founders?", "qid": "atli_039", "family": "program_selection", "ev": "One interesting middle ground is The Hatchery Accelerator at Emory.", "char": "For founders already building and ready to scale; next cohort summer 2027", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "What Atlanta program should a solo founder with a working prototype apply to first?", "qid": "atli_044", "family": "program_selection", "ev": "One other strong match is The Hatchery Accelerator at Emory.", "char": "Accepts non-Emory founders with functional prototype; next cycle to watch", "engine": "chatgpt", "instead": ["Georgia Tech CREATE-X"]}, {"strength": "mentioned", "q": "Startup programs in Atlanta for someone in their forties leaving a corporate career", "qid": "atli_048", "family": "program_selection", "ev": "This is an Emory-affiliated accelerator aimed at promising small businesses", "char": "University affiliation behind Start:ME and The Hatchery", "engine": "chatgpt", "instead": ["ATDC", "Atlanta Tech Village"]}, {"strength": "mentioned", "q": "Do any Atlanta programs help non-technical founders actually get a product built?", "qid": "atli_052", "family": "program_selection", "ev": "founders without an Emory affiliation can apply", "char": "University host of the Hatchery; affiliation not required", "engine": "chatgpt", "instead": ["Georgia Tech CREATE-X"]}, {"strength": "mentioned", "q": "Who in Atlanta actually helps first-time founders, as opposed to just hosting events?", "qid": "atli_058", "family": "front_door", "ev": "this is an Emory/Goizueta entrepreneurship program, not a restaurant", "char": "University whose business school runs Start:ME", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "What should a college student in Atlanta do to get into the startup world?", "qid": "atli_070", "family": "front_door", "ev": "If you're at Emory, look hard at The Hatchery and its programs.", "char": "University with Hatchery, Rose Program and Founder Catalyst offerings", "engine": "chatgpt", "instead": ["Georgia Tech CREATE-X"]}, {"strength": "mentioned", "q": "Which Atlanta organizations support healthtech or digital health startups?", "qid": "atli_077", "family": "sector", "ev": "especially intellectual property from Emory or Georgia Tech", "char": "University partner whose IP and resources feed several listed programs", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "Atlanta biotech and life sciences startups: which organizations support them?", "qid": "atli_092", "family": "sector", "ev": "Emory Innovations / Office of Technology Transfer Emory-originated biotech Company formation, licensing, investor connections and commercialization.", "char": "University with tech transfer office, funds and spinout support programs", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "mentioned", "q": "Where should an edtech founder in Atlanta look for programs and funding?", "qid": "atli_094", "family": "sector", "ev": "also look at Start:ME from Emory", "char": "Named as host of Start:ME and part of the university network for pilots", "engine": "chatgpt", "instead": ["ATDC"]}], "own_pages": [{"url": "https://hatchery.emory.edu/programs/accelerator.html", "answers": 9}, {"url": "https://hatchery.emory.edu/programs/venture-support.html", "answers": 9}, {"url": "https://goizueta.emory.edu/faculty/entrepreneurship-innovation/programs/startup-launch", "answers": 7}, {"url": "https://goizueta.emory.edu/faculty/entrepreneurship-innovation/programs", "answers": 7}, {"url": "https://goizueta.emory.edu/faculty/entrepreneurship-innovation/programs/venture", "answers": 6}, {"url": "https://ott.emory.edu/start-ups/financing.html", "answers": 5}], "q_named": 77, "q_total": 190, "cite_split": {"cited": [75, 10], "uncited": [92, 1]}, "type_label": "University", "best_for": [{"id": "prospective_student", "label": "I'm choosing a school and want to build", "rec": 5}, {"id": "series_a_founder", "label": "I'm raising a Series A", "rec": 2}, {"id": "faculty_researcher", "label": "I have research to commercialize", "rec": 2}], "described": ["For founders already building and ready to scale; next cohort summer 2027", "Hybrid 10-week accelerator with small cohort, coaching and investor introductions", "Accepts non-Emory founders with functional prototype; next cycle to watch", "University with Hatchery, Rose Program and Founder Catalyst offerings"], "fit_notes": ["Its competitions are restricted to Emory students, not public entry"], "rec_rank": 12, "website": "https://www.emory.edu", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Emory University is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Emory University in 167 of 760 answers, and the engines pick it in 11. When they pass it over, they usually give a reason, and 1 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://hatchery.emory.edu/programs/accelerator.html. The engines cited it in 9 of the answers that name Emory University, more than any other page on your site.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Its competitions are restricted to Emory students, not public entry.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Emory University is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Which Atlanta universities run hackathons or pitch competitions that are open to the public?"], "words": [{"text": "Emory’s Pitch the Summit is strong but currently restricted to degree-seeking Emory students.", "engine": "Perplexity", "q": "Which Atlanta universities run hackathons or pitch competitions that are open to the public?"}], "page": "https://hatchery.emory.edu/programs/accelerator.html", "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Emory University the way this page does.", "n": 1, "id": "emory-university-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Emory University can't take to Georgia Tech", "who": "Program or fund lead", "time": "10 min", "why": "In the answers where the engines turned founders away from Emory University for fit, they sent them to Georgia Tech instead. A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let Georgia Tech know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Emory University? Georgia Tech is often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "Georgia Tech", "slug": "georgia-tech", "answers": 1}], "questions": ["Which Atlanta universities run hackathons or pitch competitions that are open to the public?", "Which Atlanta programs are built for revenue-generating companies rather than idea-stage founders?", "What Atlanta program should a solo founder with a working prototype apply to first?", "Startup programs in Atlanta for someone in their forties leaving a corporate career", "Do any Atlanta programs help non-technical founders actually get a product built?"], "words": [], "check": "In December, watch the answers that turn founders away from Emory University: do they name an Atlanta option next?", "n": 2, "id": "emory-university-referral-2", "status": "open"}, {"kind": "verify", "title": "Check Emory University's row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. That's it."], "questions": [], "words": [], "check": "The re-measure checks whether the engines describe your terms correctly.", "n": 3, "id": "emory-university-verify-3", "status": "open"}], "cited_with": [{"d": "atdc.org", "n": 55, "own": false}, {"d": "create-x.gatech.edu", "n": 38, "own": false}, {"d": "atlantatechvillage.com", "n": 28, "own": false}, {"d": "guide.startupatlanta.com", "n": 28, "own": false}, {"d": "goizueta.emory.edu", "n": 28, "own": true}, {"d": "ventureatlanta.org", "n": 23, "own": false}], "by_engine": {"chatgpt": [190, 37, 3], "claude": [190, 40, 3], "gemini": [190, 49, 0], "perplexity": [190, 41, 5]}}, {"id": "tech_square_ventures", "slug": "tech-square-ventures", "name": "Tech Square Ventures", "type": "fund", "n": 760, "named": 115, "rec": 10, "named_pct": 15.1, "rec_pct": 1.3, "families": [{"id": "capital_path", "label": "Raising money", "named": 55, "rec": 8}, {"id": "sector", "label": "Sector fit", "named": 24, "rec": 2}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 12, "rec": 0}, {"id": "program_selection", "label": "Choosing a program", "named": 11, "rec": 0}, {"id": "front_door", "label": "Where to start", "named": 6, "rec": 0}, {"id": "inclusion", "label": "Underrepresented founders", "named": 4, "rec": 0}, {"id": "talent", "label": "Hiring and cofounders", "named": 2, "rec": 0}, {"id": "space_community", "label": "Space and community", "named": 1, "rec": 0}], "instead": [{"name": "ATDC", "slug": "atdc", "answers": 34}, {"name": "Engage", "slug": "engage", "answers": 15}, {"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 9}, {"name": "Georgia Tech", "slug": "georgia-tech", "answers": 8}], "own_site_cited": 25, "quotes": [{"text": "Tech Square Ventures is the other obvious first call for B2B software.", "engine": "chatgpt", "q": "Who actually leads seed rounds for Atlanta software startups?"}, {"text": "1\tTech Square Ventures\tProbably the cleanest fit.", "engine": "chatgpt", "q": "I have an Atlanta B2B SaaS company at $40k MRR. Which local investors should be on my raise list?"}, {"text": "probably the strongest established Atlanta institutional candidate", "engine": "chatgpt", "q": "Who in Atlanta writes the first institutional check for a hardware or deep tech company?"}, {"text": "One of the strongest Atlanta fits: enterprise/B2B, applied AI, vertical software", "engine": "chatgpt", "q": "Series A investors actively backing Atlanta and Southeast SaaS companies"}], "passed": [{"strength": "cautioned", "q": "How does a pre-revenue Atlanta founder get in front of accredited angel investors?", "qid": "atli_002", "family": "capital_path", "ev": "Atlanta Ventures, Tech Square Ventures and other Atlanta VCs can be useful relationships, but I wouldn't confuse meeting VCs with your immediate objective", "char": "Useful VC relationship but not the immediate pre-revenue angel path", "engine": "chatgpt", "instead": ["Atlanta Technology Angels"]}, {"strength": "cautioned", "q": "Which Atlanta funds write pre-seed checks under $500k?", "qid": "atli_005", "family": "capital_path", "ev": "I would not prioritize Tech Square Ventures for a sub-$500k ask.", "char": "Deprioritized: $500k-$3M initial checks, pre-seed only selective", "engine": "chatgpt", "instead": ["Overline"]}, {"strength": "cautioned", "q": "Who in Atlanta writes the first institutional check for a hardware or deep tech company?", "qid": "atli_009", "family": "capital_path", "ev": "Atlanta's VC scene (TechSquare Ventures, TTV Capital, Panoramic Ventures, Overline Ventures) skews heavily toward B2B software and fintech rather than hardware", "char": "Part of local VC scene that skews to B2B software and fintech, not hardware", "engine": "claude", "instead": ["BIP Ventures", "Atlanta Seed Company"]}, {"strength": "cautioned", "q": "Which Atlanta funds write pre-seed checks under $500k?", "qid": "atli_005", "family": "capital_path", "ev": "Tech Square Ventures, for example, does pre-seed selectively but publicly states a $500k minimum initial check, so it is not under your threshold.", "char": "Seed-focused; published $500k minimum initial check puts it above the asker's threshold", "engine": "perplexity", "instead": ["Atlanta Technology Angels"]}, {"strength": "cautioned", "q": "Atlanta internship pipelines for startups that cannot pay much", "qid": "atli_124", "family": "talent", "ev": "Engage/Tech Square Ventures runs a structured Georgia Tech-collaborative program... it is not a general-purpose staff-augmentation source", "char": "Paired with Engage on a practicum program; explicitly not a general staffing source", "engine": "perplexity", "instead": ["Georgia Tech"]}, {"strength": "listed", "q": "Compare the main early-stage venture funds based in Atlanta by stage and check size.", "qid": "atli_011", "family": "capital_path", "ev": "has one of the largest published initial-check ranges among the Atlanta seed firms: $500K-$3M", "char": "Seed-primary with the largest published check range, $500K-$3M; B2B, AI, logistics", "engine": "chatgpt", "instead": ["Overline"]}, {"strength": "listed", "q": "Which Atlanta investors actually take cold inbound from founders they have never met?", "qid": "atli_013", "family": "capital_path", "ev": "I'd cold-email only when you're squarely in thesis: primarily Seed, selectively Pre-Seed/A, B2B enterprise or marketplace tech", "char": "Second bucket; cold-email only if squarely in B2B enterprise seed thesis", "engine": "chatgpt", "instead": ["Overline", "Valor Ventures"]}, {"strength": "listed", "q": "Build me a target list of 15 Atlanta-area seed investors for a healthtech company.", "qid": "atli_015", "family": "capital_path", "ev": "Major Atlanta seed investor. Strongest for B2B healthtech where enterprise commercialization", "char": "Major Atlanta seed investor, strongest for B2B healthtech enterprise sales", "engine": "chatgpt", "instead": ["Atlanta Ventures"]}, {"strength": "listed", "q": "Are there Atlanta funds that will back a pre-product founder on the strength of the team?", "qid": "atli_020", "family": "capital_path", "ev": "Tech Square Ventures — primarily seed but selectively pre-seed, generally writing $500K-$3M initial checks.", "char": "Mostly seed, selectively pre-seed, $500K-$3M checks in B2B, AI, logistics, vertical software", "engine": "chatgpt", "instead": ["Atlanta Ventures"]}, {"strength": "listed", "q": "Who should an Atlanta founder talk to before their first raise?", "qid": "atli_022", "family": "capital_path", "ev": "Atlanta has firms such as Atlanta Ventures, Tech Square Ventures, Valor Ventures and, for fintech, TTV Capital.", "char": "Local firm suggested for advice conversations before formally opening the round", "engine": "chatgpt", "instead": ["ATDC"]}], "own_pages": [{"url": "https://techsquareventures.com/", "answers": 23}, {"url": "https://techsquareventures.com/engage", "answers": 6}, {"url": "https://techsquareventures.com/portfolio", "answers": 2}, {"url": "https://techsquareventures.com/about", "answers": 2}, {"url": "https://techsquareventures.com/team", "answers": 1}, {"url": "https://techsquareventures.com/company/pickup", "answers": 1}], "q_named": 60, "q_total": 190, "cite_split": {"cited": [25, 6], "uncited": [90, 4]}, "type_label": "Venture fund", "best_for": [{"id": "seed_founder_raising", "label": "I'm raising a pre-seed or seed round", "rec": 9}, {"id": "series_a_founder", "label": "I'm raising a Series A", "rec": 1}], "described": ["Other obvious first call for B2B/enterprise software; seed, $500K-$3M initial checks", "Local fund that invests selectively at Series A in B2B/enterprise, checks up to $3M", "Sits within the Tech Square/Georgia Tech network; peer seed fund relationship", "Cleanest fit: seed-first, enterprise/B2B, $500k-$3M checks, Southeast focus; potential lead"], "fit_notes": ["Useful VC relationship but not the immediate pre-revenue angel path", "Deprioritized: $500k-$3M initial checks, pre-seed only selective", "Part of local VC scene that skews to B2B software and fintech, not hardware"], "rec_rank": 13, "website": "https://techsquareventures.com", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Tech Square Ventures is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Tech Square Ventures in 115 of 760 answers, and the engines pick it in 10. When they pass it over, they usually give a reason, and 5 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://techsquareventures.com/engage. The engines cited it in 6 of the answers that name Tech Square Ventures.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Useful VC relationship but not the immediate pre-revenue angel path.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Tech Square Ventures is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["How does a pre-revenue Atlanta founder get in front of accredited angel investors?", "Which Atlanta funds write pre-seed checks under $500k?", "Who in Atlanta writes the first institutional check for a hardware or deep tech company?", "Atlanta internship pipelines for startups that cannot pay much"], "words": [{"text": "Atlanta Ventures, Tech Square Ventures and other Atlanta VCs can be useful relationships, but I wouldn't confuse meeting VCs with your immediate objective", "engine": "ChatGPT", "q": "How does a pre-revenue Atlanta founder get in front of accredited angel investors?"}, {"text": "I would not prioritize Tech Square Ventures for a sub-$500k ask.", "engine": "ChatGPT", "q": "Which Atlanta funds write pre-seed checks under $500k?"}, {"text": "Atlanta's VC scene (TechSquare Ventures, TTV Capital, Panoramic Ventures, Overline Ventures) skews heavily toward B2B software and fintech rather than hardware", "engine": "Claude", "q": "Who in Atlanta writes the first institutional check for a hardware or deep tech company?"}], "page": "https://techsquareventures.com/engage", "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Tech Square Ventures the way this page does.", "n": 1, "id": "tech-square-ventures-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Tech Square Ventures can't take to Atlanta Technology Angels and Overline", "who": "Program or fund lead", "time": "10 min", "why": "In the answers where the engines turned founders away from Tech Square Ventures for fit, they sent them to Atlanta Technology Angels and Overline instead. A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let Atlanta Technology Angels know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Tech Square Ventures? Atlanta Technology Angels and Overline are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "Atlanta Technology Angels", "slug": "atlanta-technology-angels", "answers": 2}, {"name": "Overline", "slug": "overline", "answers": 1}], "questions": ["How does a pre-revenue Atlanta founder get in front of accredited angel investors?", "Which Atlanta funds write pre-seed checks under $500k?", "Who in Atlanta writes the first institutional check for a hardware or deep tech company?", "Atlanta internship pipelines for startups that cannot pay much", "Compare the main early-stage venture funds based in Atlanta by stage and check size."], "words": [], "check": "In December, watch the answers that turn founders away from Tech Square Ventures: do they name an Atlanta option next?", "n": 2, "id": "tech-square-ventures-referral-2", "status": "open"}, {"kind": "lists", "title": "Get Tech Square Ventures onto the 1 most-cited Atlanta list it's missing from", "who": "Marketing or communications lead", "time": "5 min", "why": "When founders ask about Atlanta's ecosystem, the engines lean on a handful of lists far more than on anyone's own site. We read the eight they cite most on September 13, 2026. Tech Square Ventures isn't on these.", "helps": "Every accurate listing makes the whole ecosystem easier for the engines to describe.", "steps": ["Startup Atlanta Guide: Inclusive Innovation (19 citations): https://guide.startupatlanta.com/inclusive-innovation", "Some are short “top five” lists. Ask anyway, and ask to be considered for the next update."], "lists": [{"title": "Startup Atlanta Guide: Inclusive Innovation", "url": "https://guide.startupatlanta.com/inclusive-innovation", "reach": "19 citations"}], "copy": {"label": "A note to each editor", "text": "Hi, your page “[list title]” is one of the sources AI assistants cite when founders ask about Atlanta's startup ecosystem. Tech Square Ventures isn't on it yet. Tech Square Ventures [one sentence on who you serve and what founders get]. Details are at [your page]. Glad to send anything you need for your next update. Thank you, [name], Tech Square Ventures"}, "questions": [], "words": [], "check": "We re-read the same lists before the December re-measure and mark what changed.", "n": 3, "id": "tech-square-ventures-lists-3", "status": "open"}, {"kind": "verify", "title": "Check Tech Square Ventures' row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. That's it."], "questions": [], "words": [], "check": "The re-measure checks whether the engines describe your terms correctly.", "n": 4, "id": "tech-square-ventures-verify-4", "status": "open"}], "cited_with": [{"d": "atdc.org", "n": 42, "own": false}, {"d": "ventureatlanta.org", "n": 40, "own": false}, {"d": "openvc.app", "n": 29, "own": false}, {"d": "techsquareventures.com", "n": 25, "own": true}, {"d": "engage.vc", "n": 25, "own": false}, {"d": "atlantatechvillage.com", "n": 24, "own": false}], "by_engine": {"chatgpt": [190, 35, 5], "claude": [190, 18, 0], "gemini": [190, 33, 0], "perplexity": [190, 29, 5]}}, {"id": "invest_atlanta", "slug": "invest-atlanta", "name": "Invest Atlanta", "type": "agency", "n": 760, "named": 87, "rec": 10, "named_pct": 11.4, "rec_pct": 1.3, "families": [{"id": "public_sector", "label": "City and state support", "named": 25, "rec": 7}, {"id": "front_door", "label": "Where to start", "named": 16, "rec": 1}, {"id": "inclusion", "label": "Underrepresented founders", "named": 14, "rec": 2}, {"id": "program_selection", "label": "Choosing a program", "named": 9, "rec": 0}, {"id": "capital_path", "label": "Raising money", "named": 7, "rec": 0}, {"id": "sector", "label": "Sector fit", "named": 6, "rec": 0}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 5, "rec": 0}, {"id": "university_pipeline", "label": "Universities and students", "named": 4, "rec": 0}, {"id": "space_community", "label": "Space and community", "named": 1, "rec": 0}], "instead": [{"name": "ATDC", "slug": "atdc", "answers": 27}, {"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 7}, {"name": "University of Georgia", "slug": "university-of-georgia", "answers": 5}, {"name": "Engage", "slug": "engage", "answers": 4}], "own_site_cited": 54, "quotes": [{"text": "begin with Startup Atlanta’s guide, then contact Invest Atlanta for a tailored local referral", "engine": "perplexity", "q": "Where does someone starting a company in Atlanta go first?"}, {"text": "start with WEI/Invest Atlanta for locally grounded support", "engine": "perplexity", "q": "Where should a woman founder in Atlanta go for capital and sponsorship?"}, {"text": "apply to Invest Atlanta for equipment or storefront improvements if the location qualifies", "engine": "perplexity", "q": "Funding and programs for Latino founders in Atlanta"}, {"text": "This is Atlanta's economic development authority and is probably the most relevant public agency when you're looking for capital.", "engine": "chatgpt", "q": "Which city or state offices in Atlanta help a startup with permits, space or funding?"}], "passed": [{"strength": "cautioned", "q": "What grants are available for a technology startup in Atlanta?", "qid": "atlp_024", "family": "public_sector", "ev": "Invest Atlanta has little in the way of pure tech grants — it's mostly debt.", "char": "Offers loans and property grants rather than useful tech grants for software startups", "engine": "claude", "instead": ["ATDC"]}, {"strength": "cautioned", "q": "Is there free or subsidized office space for startups from the city or the state in Atlanta?", "qid": "atlp_035", "family": "public_sector", "ev": "Invest Atlanta doesn't run open-enrollment subsidized offices.", "char": "Does not run open-enrollment subsidized offices; funds loans instead", "engine": "claude", "instead": ["ATDC"]}, {"strength": "listed", "q": "Non-dilutive funding options for an early-stage Atlanta startup", "qid": "atli_012", "family": "capital_path", "ev": "Invest Atlanta programs — especially if the company operates inside Atlanta city limits.", "char": "City agency with grants, incentives and loan programs for businesses in city limits", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "Free or low-cost startup programs in metro Atlanta", "qid": "atli_035", "family": "program_selection", "ev": "Invest Atlanta — especially good if your business is inside Atlanta city limits.", "char": "City agency with office hours, funding, events, DealRoom; city-limits eligibility", "engine": "chatgpt", "instead": ["University of Georgia"]}, {"strength": "listed", "q": "Which Atlanta programs are built for revenue-generating companies rather than idea-stage founders?", "qid": "atli_039", "family": "program_selection", "ev": "Invest Atlanta's 2026 BizLabs initiative focuses on practical financial, operational and marketing assistance", "char": "BizLabs helps existing main-street small businesses with operations and marketing", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "Alternatives to an accelerator for an Atlanta founder who does not want to give up equity", "qid": "atli_046", "family": "program_selection", "ev": "Invest Atlanta offers business assistance, loan programs, grants/incentives and startup resources.", "char": "City-backed business assistance, loans, grants and non-dilutive funding options", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "I am moving to Atlanta next month to start a company. What should I plug into in my first 30 days?", "qid": "atli_057", "family": "front_door", "ev": "Schedule a conversation with Invest Atlanta, the city's economic-development agency.", "char": "City economic-development agency with financing, incentives, DealRoom and tax waiver", "engine": "chatgpt", "instead": ["ATDC", "Atlanta Tech Village", "Venture Atlanta"]}, {"strength": "listed", "q": "Is there a single organization that helps you navigate Atlanta's startup ecosystem?", "qid": "atli_064", "family": "front_door", "ev": "Invest Atlanta → city resources/capital/economic development. It's Atlanta's official economic-development agency", "char": "City economic-development agency with financing, office hours and partner connections", "engine": "chatgpt", "instead": ["Startup Atlanta"]}, {"strength": "listed", "q": "Best resources for a cybersecurity startup based in Atlanta", "qid": "atli_079", "family": "sector", "ev": "Invest Atlanta offers startup assistance, financing resources and its DealRoom startup/investor platform.", "char": "City agency offering startup assistance, financing and a DealRoom investor platform", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "Consumer and direct-to-consumer startups in Atlanta: is there any support, or is it all B2B?", "qid": "atli_086", "family": "sector", "ev": "Invest Atlanta supports startups and small businesses with consultations, financing programs and other resources", "char": "City agency with consultations, loans and a downtown pop-up retail fund; anchor of suggested network", "engine": "chatgpt", "instead": ["Georgia Tech"]}], "own_pages": [{"url": "https://www.investatlanta.com/businesses/startups-creatives/startups-scaleups", "answers": 19}, {"url": "https://www.investatlanta.com/businesses/small-businesses/small-business-loan-programs", "answers": 13}, {"url": "https://www.investatlanta.com/", "answers": 10}, {"url": "https://www.investatlanta.com/businesses/small-businesses/small-business-improvement-grants", "answers": 8}, {"url": "https://www.investatlanta.com/businesses/get-started", "answers": 7}, {"url": "https://www.investatlanta.com/businesses/medium-large-businesses/bonds-loans-grants-incentives", "answers": 3}], "q_named": 52, "q_total": 190, "cite_split": {"cited": [54, 8], "uncited": [33, 2]}, "type_label": "Public agency", "best_for": [{"id": "incentive_seeker", "label": "I'm looking for grants or credits", "rec": 4}, {"id": "underrepresented_founder", "label": "I'm an underrepresented founder", "rec": 2}, {"id": "minority_business_owner", "label": "I own a minority-owned tech business", "rec": 2}], "described": ["City agency with grants, incentives and loan programs for businesses in city limits", "Lists startup funding resources and runs a DealRoom startup-investor platform", "City agency with office hours, funding, events, DealRoom; city-limits eligibility", "BizLabs helps existing main-street small businesses with operations and marketing"], "fit_notes": ["Offers loans and property grants rather than useful tech grants for software startups", "Does not run open-enrollment subsidized offices; funds loans instead"], "rec_rank": 14, "website": "https://investatlanta.com", "full_report": null, "moves": [{"kind": "shared", "title": "Help write “Atlanta tech growth, 2026”", "shared_page": 2, "who": "Leadership, with whoever holds the numbers", "time": "1 hr", "why": "None of 40 answers about which hubs are rising recommends Atlanta. The engines credit Austin with momentum far more often, and Austin's growth numbers are published everywhere.", "helps": "PursueATL writes and maintains the page. You add what only you know, and it links back to you.", "steps": ["What the page will hold: Five sourced numbers, dated and refreshed every year: tech jobs added, venture dollars, Series A rounds, exits, engineers moving in.", "PursueATL sends a draft. You check your part, correct it, and add the one or two facts only you can confirm.", "Link to the page from yours once it is live."], "questions": [], "words": [], "check": "The re-measure checks the questions this page is written for.", "n": 1, "id": "invest-atlanta-shared-1", "status": "open"}, {"kind": "shared", "title": "Help write “Moving your startup to Atlanta”", "shared_page": 6, "who": "Leadership, with whoever holds the numbers", "time": "1 hr", "why": "When a founder asks about relocating here, the engines already point to Atlanta Tech Village first, but no single page walks a newcomer through where to plug in.", "helps": "PursueATL writes and maintains the page. You add what only you know, and it links back to you.", "steps": ["What the page will hold: A first-90-days guide for a founder moving to Atlanta: where to work, whom to meet, which programs fit which stage, how to find capital.", "PursueATL sends a draft. You check your part, correct it, and add the one or two facts only you can confirm.", "Link to the page from yours once it is live."], "questions": [], "words": [], "check": "The re-measure checks the questions this page is written for.", "n": 2, "id": "invest-atlanta-shared-2", "status": "open"}, {"kind": "contribute", "title": "Co-sign the data pack to the national rankings", "who": "Leadership or research lead", "time": "5 min", "why": "A contributor more than a candidate for a founder's shortlist. It is the source the engines should be quoting on Atlanta's growth, and rarely do.", "helps": "The engines quote the city's own numbers when someone publishes them where they can read them.", "steps": ["Co-sign the data pack to the national rankings.", "PursueATL drafts everything; your part is the figures and a yes."], "questions": [], "words": [], "check": "The re-measure checks whether the engines start citing these figures.", "n": 3, "id": "invest-atlanta-contribute-3", "status": "open"}], "cited_with": [{"d": "investatlanta.com", "n": 54, "own": true}, {"d": "atdc.org", "n": 42, "own": false}, {"d": "guide.startupatlanta.com", "n": 32, "own": false}, {"d": "atlantaga.gov", "n": 29, "own": false}, {"d": "ventureatlanta.org", "n": 17, "own": false}, {"d": "georgia.org", "n": 16, "own": false}], "by_engine": {"chatgpt": [190, 20, 2], "claude": [190, 19, 1], "gemini": [190, 19, 2], "perplexity": [190, 29, 5]}}, {"id": "atlanta_ventures", "slug": "atlanta-ventures", "name": "Atlanta Ventures", "type": "fund", "n": 760, "named": 129, "rec": 8, "named_pct": 17.0, "rec_pct": 1.1, "families": [{"id": "capital_path", "label": "Raising money", "named": 51, "rec": 6}, {"id": "front_door", "label": "Where to start", "named": 24, "rec": 1}, {"id": "program_selection", "label": "Choosing a program", "named": 16, "rec": 1}, {"id": "sector", "label": "Sector fit", "named": 15, "rec": 0}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 9, "rec": 0}, {"id": "talent", "label": "Hiring and cofounders", "named": 7, "rec": 0}, {"id": "inclusion", "label": "Underrepresented founders", "named": 5, "rec": 0}, {"id": "space_community", "label": "Space and community", "named": 1, "rec": 0}, {"id": "university_pipeline", "label": "Universities and students", "named": 1, "rec": 0}], "instead": [{"name": "ATDC", "slug": "atdc", "answers": 39}, {"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 20}, {"name": "Overline", "slug": "overline", "answers": 8}, {"name": "Atlanta Technology Angels", "slug": "atlanta-technology-angels", "answers": 6}], "own_site_cited": 46, "quotes": [{"text": "1\tAtlanta Ventures\tExplicit HealthIT focus and an existing Atlanta HealthIT portfolio", "engine": "chatgpt", "q": "Build me a target list of 15 Atlanta-area seed investors for a healthtech company."}, {"text": "Atlanta Ventures — probably the best fit for what you're describing.", "engine": "chatgpt", "q": "Are there Atlanta funds that will back a pre-product founder on the strength of the team?"}, {"text": "Confirmed open to cold inbound\n\nAtlanta Ventures — Partner A.T. Gimbel has written publicly about the cold emails he receives", "engine": "claude", "q": "Which Atlanta investors actually take cold inbound from founders they have never met?"}, {"text": "Atlanta Ventures Studio is the standout here.", "engine": "claude", "q": "Do any Atlanta programs help non-technical founders actually get a product built?"}], "passed": [{"strength": "cautioned", "q": "Who actually leads seed rounds for Atlanta software startups?", "qid": "atli_001", "family": "capital_path", "ev": "its studio/company-building model makes it somewhat different from a conventional institutional seed lead", "char": "Important locally but studio/company-building model unlike an institutional seed lead", "engine": "chatgpt", "instead": ["Overline", "Tech Square Ventures"]}, {"strength": "cautioned", "q": "How does a pre-revenue Atlanta founder get in front of accredited angel investors?", "qid": "atli_002", "family": "capital_path", "ev": "I wouldn't confuse meeting VCs with your immediate objective of assembling an angel/pre-seed round", "char": "Useful VC relationship but a distraction from assembling an angel round now", "engine": "chatgpt", "instead": ["Atlanta Technology Angels"]}, {"strength": "cautioned", "q": "Which Atlanta groups help founders with fundraising strategy rather than writing the check themselves?", "qid": "atli_023", "family": "capital_path", "ev": "Atlanta Ventures, Valor Ventures and Engage can all provide substantial founder support, but they're investors, so they don't fit your “rather than writing the check themselves” criterion", "char": "Supportive but an investor, so doesn't fit the non-check-writing criterion", "engine": "chatgpt", "instead": ["ATDC", "Atlanta Tech Village"]}, {"strength": "cautioned", "q": "Who in Atlanta actually helps first-time founders, as opposed to just hosting events?", "qid": "atli_058", "family": "front_door", "ev": "can be quite useful for pitch feedback, investors and relationships, but that's a different value proposition", "char": "Useful for pitch feedback and intros but not sustained hands-on help", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "cautioned", "q": "Which Atlanta groups run sector-specific programming rather than general startup programming?", "qid": "atli_093", "family": "sector", "ev": "I would not put TiE Atlanta or Atlanta Ventures in the same bucket based on their core programming.", "char": "Excluded: generalist founder programming rather than industry-specific", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "cautioned", "q": "Which Atlanta organizations will take a meeting with a founder who has nothing but an idea?", "qid": "atli_071", "family": "front_door", "ev": "typically want a team and some validation before engaging seriously... more selective about who they'll fund", "char": "Venture studio/VC writing $250K-$5M checks; selective, wants validation", "engine": "claude", "instead": ["ATDC"]}, {"strength": "cautioned", "q": "Which Atlanta funds write pre-seed checks under $500k?", "qid": "atli_005", "family": "capital_path", "ev": "Seed VCs such as Tech Square, Overline, Valor, and Atlanta Ventures only after you have either early traction or an angel-led round coming together.", "char": "Atlanta seed-stage name; approach only after traction or an angel-led round", "engine": "perplexity", "instead": ["Atlanta Technology Angels"]}, {"strength": "cautioned", "q": "Are there Atlanta funds that will back a pre-product founder on the strength of the team?", "qid": "atli_020", "family": "capital_path", "ev": "probably not the fund to target for a pure pre-product check", "char": "Studio/community useful for feedback, but requires 10+ paying customers so wrong target pre-product", "engine": "perplexity", "instead": ["Overline"]}, {"strength": "cautioned", "q": "Which Atlanta accelerators take no equity?", "qid": "atli_034", "family": "program_selection", "ev": "Techstars Atlanta, Engage, Atlanta Ventures, and similar investment-led programs generally use an equity, SAFE, convertible-note, or other investment-linked model", "char": "Excluded as investment-led program that is not equity-free", "engine": "perplexity", "instead": ["ATDC"]}, {"strength": "cautioned", "q": "Which Atlanta organizations will take a meeting with a founder who has nothing but an idea?", "qid": "atli_071", "family": "front_door", "ev": "I would not make Atlanta venture funds your first stop with only an idea. Even an early-stage investor such as Atlanta Ventures becomes substantially more useful once", "char": "Early-stage investor, but not worth approaching until customer evidence exists", "engine": "chatgpt", "instead": []}], "own_pages": [{"url": "https://www.atlantaventures.com/", "answers": 30}, {"url": "https://www.atlantaventures.com/events", "answers": 9}, {"url": "https://www.atlantaventures.com/sectors", "answers": 6}, {"url": "https://www.atlantaventures.com/examples-of-cold-outreach-emails-to-vcs", "answers": 3}, {"url": "https://www.atlantaventures.com/about", "answers": 3}, {"url": "https://www.atlantaventures.com/capital", "answers": 3}], "q_named": 72, "q_total": 190, "cite_split": {"cited": [46, 5], "uncited": [83, 3]}, "type_label": "Venture fund", "best_for": [{"id": "seed_founder_raising", "label": "I'm raising a pre-seed or seed round", "rec": 5}, {"id": "idea_stage_founder", "label": "I have an idea and no network yet", "rec": 2}, {"id": "nontechnical_founder", "label": "I'm a non-technical founder", "rec": 1}], "described": ["Intertwined with the founder-community layer; relationship worth one stage earlier", "Worth investigating; public check-size information unclear", "Atlanta-native early-stage investor backing B2B SaaS, AI, healthcare in Southeast", "Atlanta firm that can participate at different stages"], "fit_notes": ["Important locally but studio/company-building model unlike an institutional seed lead", "Useful VC relationship but a distraction from assembling an angel round now", "Supportive but an investor, so doesn't fit the non-check-writing criterion"], "rec_rank": 15, "website": "https://atlantaventures.com", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Atlanta Ventures is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Atlanta Ventures in 129 of 760 answers, and the engines pick it in 8. When they pass it over, they usually give a reason, and 10 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://www.atlantaventures.com/events. The engines cited it in 9 of the answers that name Atlanta Ventures.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Important locally but studio/company-building model unlike an institutional seed lead.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Atlanta Ventures is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Who actually leads seed rounds for Atlanta software startups?", "How does a pre-revenue Atlanta founder get in front of accredited angel investors?", "Which Atlanta groups help founders with fundraising strategy rather than writing the check themselves?", "Who in Atlanta actually helps first-time founders, as opposed to just hosting events?", "Which Atlanta groups run sector-specific programming rather than general startup programming?"], "words": [{"text": "its studio/company-building model makes it somewhat different from a conventional institutional seed lead", "engine": "ChatGPT", "q": "Who actually leads seed rounds for Atlanta software startups?"}, {"text": "I wouldn't confuse meeting VCs with your immediate objective of assembling an angel/pre-seed round", "engine": "ChatGPT", "q": "How does a pre-revenue Atlanta founder get in front of accredited angel investors?"}, {"text": "Atlanta Ventures, Valor Ventures and Engage can all provide substantial founder support, but they're investors, so they don't fit your “rather than writing the check themselves” criterion", "engine": "ChatGPT", "q": "Which Atlanta groups help founders with fundraising strategy rather than writing the check themselves?"}], "page": "https://www.atlantaventures.com/events", "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Atlanta Ventures the way this page does.", "n": 1, "id": "atlanta-ventures-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Atlanta Ventures can't take to ATDC and Overline", "who": "Program or fund lead", "time": "10 min", "why": "In the answers where the engines turned founders away from Atlanta Ventures for fit, they sent them to ATDC and Overline instead. A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let ATDC know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Atlanta Ventures? ATDC and Overline are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "ATDC", "slug": "atdc", "answers": 5}, {"name": "Overline", "slug": "overline", "answers": 2}], "questions": ["Who actually leads seed rounds for Atlanta software startups?", "How does a pre-revenue Atlanta founder get in front of accredited angel investors?", "Which Atlanta groups help founders with fundraising strategy rather than writing the check themselves?", "Who in Atlanta actually helps first-time founders, as opposed to just hosting events?", "Which Atlanta groups run sector-specific programming rather than general startup programming?"], "words": [], "check": "In December, watch the answers that turn founders away from Atlanta Ventures: do they name an Atlanta option next?", "n": 2, "id": "atlanta-ventures-referral-2", "status": "open"}, {"kind": "lists", "title": "Get Atlanta Ventures onto the 2 most-cited Atlanta lists it's missing from", "who": "Marketing or communications lead", "time": "10 min", "why": "When founders ask about Atlanta's ecosystem, the engines lean on a handful of lists far more than on anyone's own site. We read the eight they cite most on September 13, 2026. Atlanta Ventures isn't on these.", "helps": "Every accurate listing makes the whole ecosystem easier for the engines to describe.", "steps": ["Startup Atlanta Guide: Inclusive Innovation (19 citations): https://guide.startupatlanta.com/inclusive-innovation", "Failory: Top 16 Venture Capital Firms in Atlanta (7 answers): https://www.failory.com/blog/venture-capital-firms-atlanta", "Some are short “top five” lists. Ask anyway, and ask to be considered for the next update."], "lists": [{"title": "Startup Atlanta Guide: Inclusive Innovation", "url": "https://guide.startupatlanta.com/inclusive-innovation", "reach": "19 citations"}, {"title": "Failory: Top 16 Venture Capital Firms in Atlanta", "url": "https://www.failory.com/blog/venture-capital-firms-atlanta", "reach": "7 answers"}], "copy": {"label": "A note to each editor", "text": "Hi, your page “[list title]” is one of the sources AI assistants cite when founders ask about Atlanta's startup ecosystem. Atlanta Ventures isn't on it yet. Atlanta Ventures [one sentence on who you serve and what founders get]. Details are at [your page]. Glad to send anything you need for your next update. Thank you, [name], Atlanta Ventures"}, "questions": [], "words": [], "check": "We re-read the same lists before the December re-measure and mark what changed.", "n": 3, "id": "atlanta-ventures-lists-3", "status": "open"}, {"kind": "shared", "title": "Help write “Who leads Series A rounds in Atlanta”", "shared_page": 3, "who": "Leadership, with whoever holds the numbers", "time": "1 hr", "why": "Only 1 of 24 answers about the gap between seed and Series A recommends one of the organizations we track. Atlanta funds that do lead A rounds are not on the record the engines read.", "helps": "PursueATL writes and maintains the page. You add what only you know, and it links back to you.", "steps": ["What the page will hold: A running record of Series A rounds led by Atlanta funds: company, lead, amount, date. Confirmed by the funds.", "PursueATL sends a draft. You check your part, correct it, and add the one or two facts only you can confirm.", "Link to the page from yours once it is live."], "questions": [], "words": [], "check": "The re-measure checks the questions this page is written for.", "n": 4, "id": "atlanta-ventures-shared-4", "status": "open"}, {"kind": "verify", "title": "Check Atlanta Ventures' row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. That's it."], "questions": [], "words": [], "check": "The re-measure checks whether the engines describe your terms correctly.", "n": 5, "id": "atlanta-ventures-verify-5", "status": "open"}], "cited_with": [{"d": "atdc.org", "n": 53, "own": false}, {"d": "ventureatlanta.org", "n": 47, "own": false}, {"d": "atlantaventures.com", "n": 46, "own": true}, {"d": "atlantatechvillage.com", "n": 44, "own": false}, {"d": "openvc.app", "n": 26, "own": false}, {"d": "guide.startupatlanta.com", "n": 26, "own": false}], "by_engine": {"chatgpt": [190, 34, 2], "claude": [190, 29, 2], "gemini": [190, 29, 0], "perplexity": [190, 37, 4]}}, {"id": "bip_ventures", "slug": "bip-ventures", "name": "BIP Ventures", "type": "fund", "n": 760, "named": 82, "rec": 8, "named_pct": 10.8, "rec_pct": 1.1, "families": [{"id": "capital_path", "label": "Raising money", "named": 43, "rec": 7}, {"id": "sector", "label": "Sector fit", "named": 16, "rec": 1}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 11, "rec": 0}, {"id": "front_door", "label": "Where to start", "named": 5, "rec": 0}, {"id": "inclusion", "label": "Underrepresented founders", "named": 5, "rec": 0}, {"id": "talent", "label": "Hiring and cofounders", "named": 2, "rec": 0}], "instead": [{"name": "ATDC", "slug": "atdc", "answers": 16}, {"name": "Georgia Tech", "slug": "georgia-tech", "answers": 8}, {"name": "Tech Square Ventures", "slug": "tech-square-ventures", "answers": 6}, {"name": "Valor Ventures", "slug": "valor-ventures", "answers": 6}], "own_site_cited": 10, "quotes": [{"text": "Atlanta HQ; explicitly targets Enterprise SaaS, software/infrastructure, fintech and related categories.", "engine": "chatgpt", "q": "Series A investors actively backing Atlanta and Southeast SaaS companies"}, {"text": "especially TTV Capital, Tech Square Ventures and BIP Ventures", "engine": "chatgpt", "q": "Who invests in Atlanta insurtech startups?"}, {"text": "BIP Ventures is probably the closest thing Atlanta has to a dedicated early-stage deep tech investor.", "engine": "claude", "q": "Who in Atlanta writes the first institutional check for a hardware or deep tech company?"}, {"text": "Panoramic Ventures, BIP Ventures, and Fulcrum Equity Partners are your top three — they have the clearest, most direct healthtech theses", "engine": "claude", "q": "Build me a target list of 15 Atlanta-area seed investors for a healthtech company."}], "passed": [{"strength": "cautioned", "q": "Who actually leads seed rounds for Atlanta software startups?", "qid": "atli_001", "family": "capital_path", "ev": "I wouldn't automatically put them at the top of a list specifically asking “who will lead my ordinary Atlanta seed round?”", "char": "Major multi-stage Atlanta investor but not a default ordinary seed lead", "engine": "chatgpt", "instead": ["Overline", "Tech Square Ventures"]}, {"strength": "cautioned", "q": "Who in Atlanta writes the first institutional check for a hardware or deep tech company?", "qid": "atli_009", "family": "capital_path", "ev": "I wouldn't prioritize Valor Ventures or BIP Ventures for a pure hardware raise", "char": "Not a priority for pure hardware; positioned toward B2B software/AI", "engine": "chatgpt", "instead": ["Tech Square Ventures"]}, {"strength": "cautioned", "q": "Which Atlanta funds write pre-seed checks under $500k?", "qid": "atli_005", "family": "capital_path", "ev": "It may be relevant once you are raising $500k+, but it does not qualify below that threshold.", "char": "Stated $500k-$4m range; BIP Ventures positioned seed through growth, not sub-$500k pre-seed", "engine": "perplexity", "instead": ["Atlanta Technology Angels"]}, {"strength": "listed", "q": "I have an Atlanta B2B SaaS company at $40k MRR. Which local investors should be on my raise list?", "qid": "atli_006", "family": "capital_path", "ev": "BIP Ventures Very strong fit for Enterprise SaaS.", "char": "Strong enterprise SaaS fit; first institutional capital, $100k-$100M ARR range", "engine": "chatgpt", "instead": ["Tech Square Ventures"]}, {"strength": "listed", "q": "Build me a target list of 15 Atlanta-area seed investors for a healthtech company.", "qid": "atli_015", "family": "capital_path", "ev": "Atlanta-headquartered investor in high-growth B2B software/tech-enabled services", "char": "Atlanta-HQ investor in B2B software and tech-enabled services", "engine": "chatgpt", "instead": ["Atlanta Ventures"]}, {"strength": "listed", "q": "As an angel new to Atlanta, which groups or syndicates should I join to see deals?", "qid": "atli_025", "family": "capital_path", "ev": "getting to know people around Tech Square Ventures, Valor Ventures and BIP Ventures", "char": "Institutional seed investor worth knowing for co-investment relationships", "engine": "chatgpt", "instead": ["Atlanta Technology Angels", "TiE Atlanta"]}, {"strength": "listed", "q": "As an investor looking for Atlanta fintech deal flow, which organizations should I know?", "qid": "atli_091", "family": "sector", "ev": "I'd cultivate BIP Ventures, Tech Square Ventures, Atlanta Ventures, Valor Ventures, and Drive Capital Atlanta", "char": "Broader early-stage fund worth cultivating for Southeast flow", "engine": "chatgpt", "instead": ["ATDC", "FinTech Atlanta", "Technology Association of Georgia"]}, {"strength": "listed", "q": "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?", "qid": "atli_127", "family": "inclusion", "ev": "BIP Ventures (if you have traction)", "char": "Growth-oriented B2B software VC; suited to founders with traction", "engine": "chatgpt", "instead": ["Fearless Fund", "Valor Ventures"]}, {"strength": "listed", "q": "I am a woman founder in Atlanta raising a seed round. Which investors here have backed women-led companies?", "qid": "atli_137", "family": "inclusion", "ev": "Atlanta venture investor with a stated track record of backing minority and women founders", "char": "Atlanta venture investor with stated record of backing minority and women founders", "engine": "chatgpt", "instead": ["Valor Ventures"]}, {"strength": "listed", "q": "How would you describe Atlanta's startup ecosystem, and which organizations anchor it?", "qid": "atli_141", "family": "ecosystem_shape", "ev": "Important Atlanta-based investors include: Tech Square Ventures BIP Ventures Panoramic Ventures", "char": "Atlanta venture firm anchoring early-stage funding; also listed separately as Panoramic Ventures", "engine": "chatgpt", "instead": ["Georgia Tech", "ATDC", "Atlanta Tech Village"]}], "own_pages": [{"url": "https://www.bipventures.vc/contact/founders", "answers": 2}, {"url": "https://www.bipventures.vc/state-of-startups/2025", "answers": 2}, {"url": "https://www.bipventures.vc/news/announcing-panoramic-ventures", "answers": 2}, {"url": "https://www.bipventures.vc/portfolio/reach-health", "answers": 2}, {"url": "https://www.bipventures.vc/", "answers": 2}, {"url": "https://www.bipventures.vc/contact", "answers": 1}], "q_named": 44, "q_total": 190, "cite_split": {"cited": [10, 3], "uncited": [72, 5]}, "type_label": "Venture fund", "best_for": [{"id": "seed_founder_raising", "label": "I'm raising a pre-seed or seed round", "rec": 5}, {"id": "series_a_founder", "label": "I'm raising a Series A", "rec": 3}], "described": ["Strong enterprise SaaS fit; first institutional capital, $100k-$100M ARR range", "Atlanta-HQ investor in B2B software and tech-enabled services", "Atlanta HQ, enterprise SaaS focus, among Southeast's most active firms", "Institutional seed investor worth knowing for co-investment relationships"], "fit_notes": ["Major multi-stage Atlanta investor but not a default ordinary seed lead", "Not a priority for pure hardware; positioned toward B2B software/AI", "Stated $500k-$4m range; BIP Ventures positioned seed through growth, not sub-$500k pre-seed"], "rec_rank": 16, "website": "https://www.bipventures.vc", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who BIP Ventures is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name BIP Ventures in 82 of 760 answers, and the engines pick it in 8. When they pass it over, they usually give a reason, and 3 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://www.bipventures.vc/contact/founders. The engines cited it in 2 of the answers that name BIP Ventures, more than any other page on your site.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Major multi-stage Atlanta investor but not a default ordinary seed lead.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who BIP Ventures is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Who actually leads seed rounds for Atlanta software startups?", "Who in Atlanta writes the first institutional check for a hardware or deep tech company?", "Which Atlanta funds write pre-seed checks under $500k?"], "words": [{"text": "I wouldn't automatically put them at the top of a list specifically asking “who will lead my ordinary Atlanta seed round?”", "engine": "ChatGPT", "q": "Who actually leads seed rounds for Atlanta software startups?"}, {"text": "I wouldn't prioritize Valor Ventures or BIP Ventures for a pure hardware raise", "engine": "ChatGPT", "q": "Who in Atlanta writes the first institutional check for a hardware or deep tech company?"}, {"text": "It may be relevant once you are raising $500k+, but it does not qualify below that threshold.", "engine": "Perplexity", "q": "Which Atlanta funds write pre-seed checks under $500k?"}], "page": "https://www.bipventures.vc/contact/founders", "check": "In December we ask the same questions again. On these questions, watch whether the engines describe BIP Ventures the way this page does.", "n": 1, "id": "bip-ventures-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders BIP Ventures can't take to Tech Square Ventures and Overline", "who": "Program or fund lead", "time": "10 min", "why": "In the answers where the engines turned founders away from BIP Ventures for fit, they sent them to Tech Square Ventures and Overline instead. A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let Tech Square Ventures know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for BIP Ventures? Tech Square Ventures and Overline are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "Tech Square Ventures", "slug": "tech-square-ventures", "answers": 2}, {"name": "Overline", "slug": "overline", "answers": 1}], "questions": ["Who actually leads seed rounds for Atlanta software startups?", "Who in Atlanta writes the first institutional check for a hardware or deep tech company?", "Which Atlanta funds write pre-seed checks under $500k?", "I have an Atlanta B2B SaaS company at $40k MRR. Which local investors should be on my raise list?", "Build me a target list of 15 Atlanta-area seed investors for a healthtech company."], "words": [], "check": "In December, watch the answers that turn founders away from BIP Ventures: do they name an Atlanta option next?", "n": 2, "id": "bip-ventures-referral-2", "status": "open"}, {"kind": "shared", "title": "Help write “Who leads Series A rounds in Atlanta”", "shared_page": 3, "who": "Leadership, with whoever holds the numbers", "time": "1 hr", "why": "Only 1 of 24 answers about the gap between seed and Series A recommends one of the organizations we track. Atlanta funds that do lead A rounds are not on the record the engines read.", "helps": "PursueATL writes and maintains the page. You add what only you know, and it links back to you.", "steps": ["What the page will hold: A running record of Series A rounds led by Atlanta funds: company, lead, amount, date. Confirmed by the funds.", "PursueATL sends a draft. You check your part, correct it, and add the one or two facts only you can confirm.", "Link to the page from yours once it is live."], "questions": [], "words": [], "check": "The re-measure checks the questions this page is written for.", "n": 3, "id": "bip-ventures-shared-3", "status": "open"}, {"kind": "verify", "title": "Check BIP Ventures' row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. That's it."], "questions": [], "words": [], "check": "The re-measure checks whether the engines describe your terms correctly.", "n": 4, "id": "bip-ventures-verify-4", "status": "open"}], "cited_with": [{"d": "openvc.app", "n": 28, "own": false}, {"d": "ventureatlanta.org", "n": 25, "own": false}, {"d": "atdc.org", "n": 18, "own": false}, {"d": "atlantaventures.com", "n": 17, "own": false}, {"d": "ellty.com", "n": 14, "own": false}, {"d": "linkedin.com", "n": 13, "own": false}], "by_engine": {"chatgpt": [190, 14, 2], "claude": [190, 28, 3], "gemini": [190, 23, 1], "perplexity": [190, 17, 2]}}, {"id": "valor_ventures", "slug": "valor-ventures", "name": "Valor Ventures", "type": "fund", "n": 760, "named": 70, "rec": 8, "named_pct": 9.2, "rec_pct": 1.1, "families": [{"id": "capital_path", "label": "Raising money", "named": 45, "rec": 4}, {"id": "inclusion", "label": "Underrepresented founders", "named": 7, "rec": 4}, {"id": "front_door", "label": "Where to start", "named": 6, "rec": 0}, {"id": "sector", "label": "Sector fit", "named": 6, "rec": 0}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 5, "rec": 0}, {"id": "space_community", "label": "Space and community", "named": 1, "rec": 0}], "instead": [{"name": "ATDC", "slug": "atdc", "answers": 16}, {"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 8}, {"name": "BIP Ventures", "slug": "bip-ventures", "answers": 6}, {"name": "Overline", "slug": "overline", "answers": 5}], "own_site_cited": 0, "quotes": [{"text": "Valor Ventures — another unusually strong yes, particularly for B2B software.", "engine": "chatgpt", "q": "Which Atlanta investors actually take cold inbound from founders they have never met?"}, {"text": "the shortlist I would start with is: ... Valor Ventures", "engine": "chatgpt", "q": "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?"}, {"text": "One of the strongest Atlanta seed fits.", "engine": "chatgpt", "q": "I am a woman founder in Atlanta raising a seed round. Which investors here have backed women-led companies?"}, {"text": "Runs a standing pitch-deck submission process on their site ( with same-day feedback, no warm intro required.", "engine": "claude", "q": "Which Atlanta investors actually take cold inbound from founders they have never met?"}], "passed": [{"strength": "cautioned", "q": "Atlanta angel groups that fund pre-revenue software companies", "qid": "atli_007", "family": "capital_path", "ev": "⚠️ Close ✅ Excellent for B2B SaaS Their founder programs target very early B2B software, but current published criteria indicate some revenue.", "char": "Strong B2B SaaS fit but published criteria suggest some revenue required", "engine": "chatgpt", "instead": ["Atlanta Technology Angels"]}, {"strength": "cautioned", "q": "Who in Atlanta writes the first institutional check for a hardware or deep tech company?", "qid": "atli_009", "family": "capital_path", "ev": "I wouldn't prioritize Valor Ventures or BIP Ventures for a pure hardware raise", "char": "Not a priority for pure hardware; positioned toward B2B software/AI", "engine": "chatgpt", "instead": ["Tech Square Ventures"]}, {"strength": "cautioned", "q": "Which Atlanta groups help founders with fundraising strategy rather than writing the check themselves?", "qid": "atli_023", "family": "capital_path", "ev": "Atlanta Ventures, Valor Ventures and Engage can all provide substantial founder support, but they're investors", "char": "Offers founder support but is an investor, so excluded from the asker's criterion", "engine": "chatgpt", "instead": ["ATDC", "Atlanta Tech Village"]}, {"strength": "cautioned", "q": "Are there Atlanta funds that will back a pre-product founder on the strength of the team?", "qid": "atli_020", "family": "capital_path", "ev": "Valor Ventures — says it wants \"first customers,\" so closer to team + early traction than pure pre-product.", "char": "Wants first customers, so not a true pre-product backer", "engine": "claude", "instead": ["Overline"]}, {"strength": "cautioned", "q": "Which Atlanta funds write pre-seed checks under $500k?", "qid": "atli_005", "family": "capital_path", "ev": "Overline VC, Valor Ventures, Atlanta Ventures Important Atlanta seed-stage names, but publicly available material does not establish a reliable under-$500k pre-seed initial-check policy.", "char": "Atlanta seed-stage fund; unlikely to write reliable sub-$500k first checks", "engine": "perplexity", "instead": ["Atlanta Technology Angels"]}, {"strength": "cautioned", "q": "Atlanta angel groups that fund pre-revenue software companies", "qid": "atli_007", "family": "capital_path", "ev": "Valor Ventures says it invests after companies have their first customers and are ready to scale.", "char": "Deprioritize: invests only after first customers, not pre-revenue", "engine": "perplexity", "instead": ["Atlanta Technology Angels", "Overline"]}, {"strength": "listed", "q": "Who actually leads seed rounds for Atlanta software startups?", "qid": "atli_001", "family": "capital_path", "ev": "Valor is particularly worth adding for B2B SaaS/AI.", "char": "Founded to lead seed rounds in Southern B2B SaaS/AI software", "engine": "chatgpt", "instead": ["Overline", "Tech Square Ventures"]}, {"strength": "listed", "q": "Which Atlanta funds write pre-seed checks under $500k?", "qid": "atli_005", "family": "capital_path", "ev": "a few Atlanta names worth investigating where public check-size information is less clean: Valor Ventures, Atlanta Ventures, and Circadian Ventures", "char": "Worth investigating; public check-size information unclear", "engine": "chatgpt", "instead": ["Overline"]}, {"strength": "listed", "q": "I have an Atlanta B2B SaaS company at $40k MRR. Which local investors should be on my raise list?", "qid": "atli_006", "family": "capital_path", "ev": "Valor Ventures Seed-stage Atlanta fund with a particularly good fit for B2B SaaS / AI software in the South.", "char": "Seed-stage Atlanta fund fitting B2B SaaS/AI in the South", "engine": "chatgpt", "instead": ["Tech Square Ventures"]}, {"strength": "listed", "q": "Compare the main early-stage venture funds based in Atlanta by stage and check size.", "qid": "atli_011", "family": "capital_path", "ev": "Valor Ventures Seed ~$100K-$2.5M publicly reported B2B SaaS / AI, Southern U.S.", "char": "Seed-stage B2B SaaS/AI investor in the Southern U.S., ~$100K-$2.5M checks", "engine": "chatgpt", "instead": ["Overline"]}], "own_pages": [], "q_named": 34, "q_total": 190, "cite_split": {"cited": [0, 0], "uncited": [70, 8]}, "type_label": "Venture fund", "best_for": [{"id": "seed_founder_raising", "label": "I'm raising a pre-seed or seed round", "rec": 4}, {"id": "underrepresented_founder", "label": "I'm an underrepresented founder", "rec": 4}], "described": ["Founded to lead seed rounds in Southern B2B SaaS/AI software", "Worth investigating; public check-size information unclear", "Seed-stage Atlanta fund fitting B2B SaaS/AI in the South", "Atlanta firm that can participate at different stages"], "fit_notes": ["Strong B2B SaaS fit but published criteria suggest some revenue required", "Not a priority for pure hardware; positioned toward B2B software/AI", "Offers founder support but is an investor, so excluded from the asker's criterion"], "rec_rank": 17, "website": "https://valor.vc", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Valor Ventures is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Valor Ventures in 70 of 760 answers, and the engines pick it in 8. When they pass it over, they usually give a reason, and 6 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Pick the page that best describes what Valor Ventures offers founders. The engines rarely cite your own site today, so a clear, current page is the fastest way to be quoted correctly.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Strong B2B SaaS fit but published criteria suggest some revenue required.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Valor Ventures is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Atlanta angel groups that fund pre-revenue software companies", "Who in Atlanta writes the first institutional check for a hardware or deep tech company?", "Which Atlanta groups help founders with fundraising strategy rather than writing the check themselves?", "Are there Atlanta funds that will back a pre-product founder on the strength of the team?", "Which Atlanta funds write pre-seed checks under $500k?"], "words": [{"text": "⚠️ Close ✅ Excellent for B2B SaaS Their founder programs target very early B2B software, but current published criteria indicate some revenue.", "engine": "ChatGPT", "q": "Atlanta angel groups that fund pre-revenue software companies"}, {"text": "I wouldn't prioritize Valor Ventures or BIP Ventures for a pure hardware raise", "engine": "ChatGPT", "q": "Who in Atlanta writes the first institutional check for a hardware or deep tech company?"}, {"text": "Atlanta Ventures, Valor Ventures and Engage can all provide substantial founder support, but they're investors", "engine": "ChatGPT", "q": "Which Atlanta groups help founders with fundraising strategy rather than writing the check themselves?"}], "page": null, "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Valor Ventures the way this page does.", "n": 1, "id": "valor-ventures-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Valor Ventures can't take to Atlanta Technology Angels and Overline", "who": "Program or fund lead", "time": "10 min", "why": "In the answers where the engines turned founders away from Valor Ventures for fit, they sent them to Atlanta Technology Angels and Overline instead. A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let Atlanta Technology Angels know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Valor Ventures? Atlanta Technology Angels and Overline are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "Atlanta Technology Angels", "slug": "atlanta-technology-angels", "answers": 3}, {"name": "Overline", "slug": "overline", "answers": 2}], "questions": ["Atlanta angel groups that fund pre-revenue software companies", "Who in Atlanta writes the first institutional check for a hardware or deep tech company?", "Which Atlanta groups help founders with fundraising strategy rather than writing the check themselves?", "Are there Atlanta funds that will back a pre-product founder on the strength of the team?", "Which Atlanta funds write pre-seed checks under $500k?"], "words": [], "check": "In December, watch the answers that turn founders away from Valor Ventures: do they name an Atlanta option next?", "n": 2, "id": "valor-ventures-referral-2", "status": "open"}, {"kind": "lists", "title": "Get Valor Ventures onto the 1 most-cited Atlanta list it's missing from", "who": "Marketing or communications lead", "time": "5 min", "why": "When founders ask about Atlanta's ecosystem, the engines lean on a handful of lists far more than on anyone's own site. We read the eight they cite most on September 13, 2026. Valor Ventures isn't on these.", "helps": "Every accurate listing makes the whole ecosystem easier for the engines to describe.", "steps": ["Failory: Top 16 Venture Capital Firms in Atlanta (7 answers): https://www.failory.com/blog/venture-capital-firms-atlanta", "Some are short “top five” lists. Ask anyway, and ask to be considered for the next update."], "lists": [{"title": "Failory: Top 16 Venture Capital Firms in Atlanta", "url": "https://www.failory.com/blog/venture-capital-firms-atlanta", "reach": "7 answers"}], "copy": {"label": "A note to each editor", "text": "Hi, your page “[list title]” is one of the sources AI assistants cite when founders ask about Atlanta's startup ecosystem. Valor Ventures isn't on it yet. Valor Ventures [one sentence on who you serve and what founders get]. Details are at [your page]. Glad to send anything you need for your next update. Thank you, [name], Valor Ventures"}, "questions": [], "words": [], "check": "We re-read the same lists before the December re-measure and mark what changed.", "n": 3, "id": "valor-ventures-lists-3", "status": "open"}, {"kind": "verify", "title": "Check Valor Ventures' row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. That's it."], "questions": [], "words": [], "check": "The re-measure checks whether the engines describe your terms correctly.", "n": 4, "id": "valor-ventures-verify-4", "status": "open"}], "cited_with": [{"d": "ventureatlanta.org", "n": 28, "own": false}, {"d": "openvc.app", "n": 18, "own": false}, {"d": "atlantaventures.com", "n": 18, "own": false}, {"d": "atlantatechvillage.com", "n": 16, "own": false}, {"d": "atdc.org", "n": 16, "own": false}, {"d": "techsquareventures.com", "n": 13, "own": false}], "by_engine": {"chatgpt": [190, 26, 3], "claude": [190, 14, 2], "gemini": [190, 16, 0], "perplexity": [190, 14, 3]}}, {"id": "university_of_georgia", "slug": "university-of-georgia", "name": "University of Georgia", "type": "university", "n": 760, "named": 46, "rec": 8, "named_pct": 6.1, "rec_pct": 1.1, "families": [{"id": "university_pipeline", "label": "Universities and students", "named": 15, "rec": 0}, {"id": "public_sector", "label": "City and state support", "named": 11, "rec": 0}, {"id": "front_door", "label": "Where to start", "named": 10, "rec": 5}, {"id": "sector", "label": "Sector fit", "named": 4, "rec": 0}, {"id": "program_selection", "label": "Choosing a program", "named": 2, "rec": 1}, {"id": "inclusion", "label": "Underrepresented founders", "named": 2, "rec": 2}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 1, "rec": 0}, {"id": "capital_path", "label": "Raising money", "named": 1, "rec": 0}], "instead": [{"name": "ATDC", "slug": "atdc", "answers": 13}, {"name": "Georgia Tech", "slug": "georgia-tech", "answers": 6}, {"name": "Georgia Center of Innovation", "slug": "georgia-center-of-innovation", "answers": 4}, {"name": "Invest Atlanta", "slug": "invest-atlanta", "answers": 3}], "own_site_cited": 11, "quotes": [{"text": "best all-around free starting point", "engine": "chatgpt", "q": "Free or low-cost startup programs in metro Atlanta"}, {"text": "I’d start with the UGA Small Business Development Center in Atlanta", "engine": "chatgpt", "q": "Where does someone starting a company in Atlanta go first?"}, {"text": "My first stop would be UGA Small Business Development Center in Atlanta... That’s probably the highest-value starting point.", "engine": "chatgpt", "q": "I have a side project in Atlanta making $2k a month. 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It's useful for founders who need practical assistance with feasibility, business planning", "char": "Metro office of statewide SBDC network offering one-on-one consulting and training", "engine": "chatgpt", "instead": ["ATDC", "Invest Atlanta"]}, {"strength": "listed", "q": "We're a startup hiring new graduates in Atlanta. Which schools should we recruit from, for software and for data science?", "qid": "atlp_010", "family": "university_pipeline", "ev": "UGA is worth real investment — its computing programs have grown fast", "char": "Worth real investment; growing computing, strong statistics, grads want Atlanta", "engine": "claude", "instead": ["Georgia Tech", "Kennesaw State University"]}, {"strength": "listed", "q": "I'm not a student. Can I take entrepreneurship classes or use a university incubator in Atlanta?", "qid": "atlp_013", "family": "university_pipeline", "ev": "UGA Small Business Development Center. All UGA SBDC programs are open to the public on a non-discriminatory basis.", "char": "SBA-funded SBDC with Atlanta office, free workshops and one-on-one consulting, open to public", "engine": "claude", "instead": ["ATDC"]}], "own_pages": [{"url": "https://research.uga.edu/gateway/startups/uga-fast-grant", "answers": 2}, {"url": "https://research.uga.edu/gateway/georgia-startup-license", "answers": 2}, {"url": "https://news.uga.edu/georgia-startup-licenses-research-commercialization", "answers": 2}, {"url": "https://foodpic.uga.edu/", "answers": 1}, {"url": "https://career.uga.edu/outcomes/engineering25", "answers": 1}, {"url": "https://research.uga.edu/gateway/for-industry", "answers": 1}], "q_named": 31, "q_total": 190, "cite_split": {"cited": [11, 0], "uncited": [35, 8]}, "type_label": "University", "best_for": [{"id": "idea_stage_founder", "label": "I have an idea and no network yet", "rec": 5}, {"id": "underrepresented_founder", "label": "I'm an underrepresented founder", "rec": 2}, {"id": "nontechnical_founder", "label": "I'm a non-technical founder", "rec": 1}], "described": ["Free one-on-one consulting; recommended first stop for new founders", "Free/low-cost one-on-one consulting and training on financials and capital readiness", "Underrated source of practical one-on-one small-business consulting on numbers and model", "First stop for consulting and training before spending money on filings"], "fit_notes": [], "rec_rank": 18, "website": "https://www.uga.edu", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who University of Georgia is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name University of Georgia in 46 of 760 answers, and the engines pick it in 8. Where the terms aren't written down, the engines hedge or point elsewhere.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://research.uga.edu/gateway/startups/uga-fast-grant. The engines cited it in 2 of the answers that name University of Georgia, more than any other page on your site.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who University of Georgia is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Alternatives to an accelerator for an Atlanta founder who does not want to give up equity", "Who in Atlanta actually helps first-time founders, as opposed to just hosting events?", "Which Atlanta organizations support healthtech or digital health startups?", "Consumer and direct-to-consumer startups in Atlanta: is there any support, or is it all B2B?", "Where does someone starting a company in Atlanta go first?"], "words": [{"text": "UGA Small Business Development Center in Atlanta provides one-on-one consulting and training.", "engine": "ChatGPT", "q": "Alternatives to an accelerator for an Atlanta founder who does not want to give up equity"}, {"text": "UGA Small Business Development Center in Atlanta — best underrated option for practical 1:1 help.", "engine": "ChatGPT", "q": "Who in Atlanta actually helps first-time founders, as opposed to just hosting events?"}, {"text": "The alliance connects Emory, Morehouse School of Medicine, Georgia Tech and UGA resources", "engine": "ChatGPT", "q": "Which Atlanta organizations support healthtech or digital health startups?"}], "page": "https://research.uga.edu/gateway/startups/uga-fast-grant", "check": "In December we ask the same questions again. On these questions, watch whether the engines describe University of Georgia the way this page does.", "n": 1, "id": "university-of-georgia-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders University of Georgia can't take to ATDC and Georgia Tech", "who": "Program or fund lead", "time": "10 min", "why": "When the engines name University of Georgia but recommend someone else, they most often recommend ATDC (13 answers) and Georgia Tech (6 answers). A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let ATDC know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for University of Georgia? ATDC and Georgia Tech are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "ATDC", "slug": "atdc", "answers": 13}, {"name": "Georgia Tech", "slug": "georgia-tech", "answers": 6}], "questions": ["Alternatives to an accelerator for an Atlanta founder who does not want to give up equity", "Who in Atlanta actually helps first-time founders, as opposed to just hosting events?", "Which Atlanta organizations support healthtech or digital health startups?", "Consumer and direct-to-consumer startups in Atlanta: is there any support, or is it all B2B?", "Where does someone starting a company in Atlanta go first?"], "words": [], "check": "In December, watch the answers that turn founders away from University of Georgia: do they name an Atlanta option next?", "n": 2, "id": "university-of-georgia-referral-2", "status": "open"}, {"kind": "verify", "title": "Check University of Georgia's row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. That's it."], "questions": [], "words": [], "check": "The re-measure checks whether the engines describe your terms correctly.", "n": 3, "id": "university-of-georgia-verify-3", "status": "open"}], "cited_with": [{"d": "atdc.org", "n": 18, "own": false}, {"d": "investatlanta.com", "n": 15, "own": false}, {"d": "georgia.org", "n": 12, "own": false}, {"d": "georgiasbdc.org", "n": 11, "own": false}, {"d": "atlantaga.gov", "n": 9, "own": false}, {"d": "guide.startupatlanta.com", "n": 7, "own": false}], "by_engine": {"chatgpt": [190, 15, 3], "claude": [190, 11, 0], "gemini": [190, 8, 1], "perplexity": [190, 12, 4]}}, {"id": "georgia_research_alliance", "slug": "georgia-research-alliance", "name": "Georgia Research Alliance", "type": "org", "n": 760, "named": 39, "rec": 8, "named_pct": 5.1, "rec_pct": 1.1, "families": [{"id": "university_pipeline", "label": "Universities and students", "named": 15, "rec": 6}, {"id": "public_sector", "label": "City and state support", "named": 8, "rec": 1}, {"id": "capital_path", "label": "Raising money", "named": 6, "rec": 0}, {"id": "sector", "label": "Sector fit", "named": 5, "rec": 0}, {"id": "program_selection", "label": "Choosing a program", "named": 3, "rec": 1}, {"id": "inclusion", "label": "Underrepresented founders", "named": 2, "rec": 0}], "instead": [{"name": "ATDC", "slug": "atdc", "answers": 7}, {"name": "Georgia Tech VentureLab", "slug": "georgia-tech-venturelab", "answers": 2}, {"name": "Emory University", "slug": "emory-university", "answers": 2}, {"name": "Georgia Tech", "slug": "georgia-tech", "answers": 2}], "own_site_cited": 7, "quotes": [{"text": "Georgia Research Alliance (GRA) — funds university-connected research startups with grants, not equity", "engine": "claude", "q": "Alternatives to an accelerator for an Atlanta founder who does not want to give up equity"}, {"text": "The centerpiece is the state-funded Georgia Research Alliance (GRA)", "engine": "chatgpt", "q": "What does the state of Georgia do to help university research become companies?"}, {"text": "The Georgia Research Alliance is the big one statewide. GRA Ventures runs a phased program", "engine": "claude", "q": "I'm a professor in Atlanta with research I want to commercialize. Who helps me spin it out?"}, {"text": "Georgia Research Alliance (GRA) — a nonprofit public-private partnership created in 1990 that sits inside the state's economic development apparatus.", "engine": "claude", "q": "What does the state of Georgia do to help university research become companies?"}], "passed": [{"strength": "listed", "q": "Atlanta biotech and life sciences startups: which organizations support them?", "qid": "atli_092", "family": "sector", "ev": "One of the most important sources of commercialization support for Georgia university technology", "char": "Key commercialization funder for university spinouts and seed grants", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "Who in Atlanta writes the first institutional check for a hardware or deep tech company?", "qid": "atli_009", "family": "capital_path", "ev": "GRA Venture Fund: A public-private venture fund that acts as the premier institutional equity investor for science, deep tech, and physical technology spinouts", "char": "Public-private fund investing in deep tech spinouts from Georgia research universities", "engine": "gemini", "instead": ["Overline"]}, {"strength": "listed", "q": "Where should an edtech founder in Atlanta look for programs and funding?", "qid": "atli_094", "family": "sector", "ev": "state-backed commercialization support such as GRA Ventures", "char": "State-backed commercialization support program for research startups", "engine": "gemini", "instead": ["ATDC"]}, {"strength": "listed", "q": "Build me a target list of 15 Atlanta-area seed investors for a healthtech company.", "qid": "atli_015", "family": "capital_path", "ev": "Top target for a university spinout, clinical innovation, biotech-enabled software, diagnostics, medical device, or IP-heavy healthtech company.", "char": "Top target for research-based Georgia university spinouts and IP-heavy healthtech", "engine": "perplexity", "instead": ["BIP Ventures"]}, {"strength": "listed", "q": "Alternatives to an accelerator for an Atlanta founder who does not want to give up equity", "qid": "atli_046", "family": "program_selection", "ev": "connections to Georgia Research Alliance resources", "char": "Resource channel connected via VentureLab for research-based ventures", "engine": "perplexity", "instead": ["ATDC", "Georgia Tech VentureLab"]}, {"strength": "listed", "q": "Atlanta biotech and life sciences startups: which organizations support them?", "qid": "atli_092", "family": "sector", "ev": "supports research commercialization, talent, and funding in Georgia’s life-sciences ecosystem", "char": "Supports research commercialization, talent and funding for university-tied companies", "engine": "perplexity", "instead": ["ATDC"]}, {"strength": "mentioned", "q": "Where should an edtech founder in Atlanta look for programs and funding?", "qid": "atli_094", "family": "sector", "ev": "can connect teams to NSF I-Corps, GRA, SBIR/STTR, angels, and VCs", "char": "Named as one connection VentureLab can provide to research-based teams", "engine": "perplexity", "instead": ["ATDC"]}, {"strength": "listed", "q": "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?", "qid": "atli_127", "family": "inclusion", "ev": "GRA Venture Fund if the company has genuine research, IP, university, biotech, deep-tech, or commercialization DNA in Georgia.", "char": "Public-private venture fund for research-driven Georgia startups", "engine": "perplexity", "instead": ["Collab Capital", "Zane Venture Fund"]}, {"strength": "mentioned", "q": "Where does a first-generation founder in Atlanta with no family capital start?", "qid": "atli_140", "family": "inclusion", "ev": "identifies potential paths including NSF I-Corps, Georgia Research Alliance support, NSF programs, SBIR/STTR, angels, and VCs", "char": "One funding path VentureLab points research startups toward", "engine": "perplexity", "instead": ["University of Georgia"]}, {"strength": "listed", "q": "I'm a professor in Atlanta with research I want to commercialize. Who helps me spin it out?", "qid": "atlp_003", "family": "university_pipeline", "ev": "Across Georgia universities: Georgia Research Alliance is worth knowing.", "char": "Statewide commercialization programs moving university research toward companies", "engine": "chatgpt", "instead": ["Georgia Tech VentureLab"]}], "own_pages": [{"url": "https://gra.org/page/1092/grants_and_loans.html", "answers": 4}, {"url": "https://gra.org/page/1090/innovation_and_entrepreneurship_program.html", "answers": 3}, {"url": "https://gra.org/page/1094/how_to_apply.html", "answers": 2}, {"url": "https://gra.org/page/1084/venture_development_guidelines.html", "answers": 2}, {"url": "https://gra.org/blog/230", "answers": 2}, {"url": "https://gra.org/blog/203", "answers": 2}], "q_named": 18, "q_total": 190, "cite_split": {"cited": [7, 3], "uncited": [32, 5]}, "type_label": "University research and venture program", "best_for": [{"id": "faculty_researcher", "label": "I have research to commercialize", "rec": 6}, {"id": "idea_stage_founder", "label": "I have an idea and no network yet", "rec": 1}, {"id": "incentive_seeker", "label": "I'm looking for grants or credits", "rec": 1}], "described": ["Key commercialization funder for university spinouts and seed grants", "Funds research commercialization tied to Georgia's research universities", "Grant funder for university-connected research startups, no equity taken", "Public-private fund investing in deep tech spinouts from Georgia research universities"], "fit_notes": [], "rec_rank": 19, "website": "https://gra.org", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Georgia Research Alliance is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Georgia Research Alliance in 39 of 760 answers, and the engines pick it in 8. Where the terms aren't written down, the engines hedge or point elsewhere.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://gra.org/page/1092/grants_and_loans.html. The engines cited it in 4 of the answers that name Georgia Research Alliance, more than any other page on your site.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Georgia Research Alliance is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Atlanta biotech and life sciences startups: which organizations support them?", "Who in Atlanta writes the first institutional check for a hardware or deep tech company?", "Where should an edtech founder in Atlanta look for programs and funding?", "Build me a target list of 15 Atlanta-area seed investors for a healthtech company.", "Alternatives to an accelerator for an Atlanta founder who does not want to give up equity"], "words": [{"text": "One of the most important sources of commercialization support for Georgia university technology", "engine": "ChatGPT", "q": "Atlanta biotech and life sciences startups: which organizations support them?"}, {"text": "GRA Venture Fund: A public-private venture fund that acts as the premier institutional equity investor for science, deep tech, and physical technology spinouts", "engine": "Gemini", "q": "Who in Atlanta writes the first institutional check for a hardware or deep tech company?"}, {"text": "state-backed commercialization support such as GRA Ventures", "engine": "Gemini", "q": "Where should an edtech founder in Atlanta look for programs and funding?"}], "page": "https://gra.org/page/1092/grants_and_loans.html", "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Georgia Research Alliance the way this page does.", "n": 1, "id": "georgia-research-alliance-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Georgia Research Alliance can't take to ATDC and Georgia Tech VentureLab", "who": "Program or fund lead", "time": "10 min", "why": "When the engines name Georgia Research Alliance but recommend someone else, they most often recommend ATDC (7 answers) and Georgia Tech VentureLab (2 answers). A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let ATDC know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Georgia Research Alliance? ATDC and Georgia Tech VentureLab are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "ATDC", "slug": "atdc", "answers": 7}, {"name": "Georgia Tech VentureLab", "slug": "georgia-tech-venturelab", "answers": 2}], "questions": ["Atlanta biotech and life sciences startups: which organizations support them?", "Who in Atlanta writes the first institutional check for a hardware or deep tech company?", "Where should an edtech founder in Atlanta look for programs and funding?", "Build me a target list of 15 Atlanta-area seed investors for a healthtech company.", "Alternatives to an accelerator for an Atlanta founder who does not want to give up equity"], "words": [], "check": "In December, watch the answers that turn founders away from Georgia Research Alliance: do they name an Atlanta option next?", "n": 2, "id": "georgia-research-alliance-referral-2", "status": "open"}, {"kind": "verify", "title": "Check Georgia Research Alliance's row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. That's it."], "questions": [], "words": [], "check": "The re-measure checks whether the engines describe your terms correctly.", "n": 3, "id": "georgia-research-alliance-verify-3", "status": "open"}], "cited_with": [{"d": "atdc.org", "n": 15, "own": false}, {"d": "venturelab.gatech.edu", "n": 10, "own": false}, {"d": "guide.startupatlanta.com", "n": 10, "own": false}, {"d": "ott.emory.edu", "n": 9, "own": false}, {"d": "graventurefund.org", "n": 7, "own": false}, {"d": "gra.org", "n": 7, "own": true}], "by_engine": {"chatgpt": [190, 5, 1], "claude": [190, 9, 3], "gemini": [190, 14, 3], "perplexity": [190, 11, 1]}}, {"id": "fearless_fund", "slug": "fearless-fund", "name": "Fearless Fund", "type": "fund", "n": 760, "named": 36, "rec": 8, "named_pct": 4.7, "rec_pct": 1.1, "families": [{"id": "inclusion", "label": "Underrepresented founders", "named": 24, "rec": 7}, {"id": "capital_path", "label": "Raising money", "named": 9, "rec": 1}, {"id": "program_selection", "label": "Choosing a program", "named": 1, "rec": 0}, {"id": "sector", "label": "Sector fit", "named": 1, "rec": 0}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 1, "rec": 0}], "instead": [{"name": "Collab Capital", "slug": "collab-capital", "answers": 6}, {"name": "Valor Ventures", "slug": "valor-ventures", "answers": 2}, {"name": "Overline", "slug": "overline", "answers": 2}, {"name": "ATDC", "slug": "atdc", "answers": 2}], "own_site_cited": 9, "quotes": [{"text": "Underrepresented founder angle\n\nFearless Fund (especially women founders of color)", "engine": "chatgpt", "q": "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?"}, {"text": "Fearless Fund is the clearest example of a fund built around writing checks to women of color founders", "engine": "chatgpt", "q": "Which Atlanta organizations have actually funded Black women founders, not just featured them?"}, {"text": "the strongest Atlanta examples are probably Collab Capital, Fearless Fund, 100 Black Angels & Allies Fund", "engine": "chatgpt", "q": "Are there venture funds in Atlanta run by Black investors?"}, {"text": "Fearless Fund — Atlanta-based VC fund... that has directly invested $26.5 million in 41 companies led by women of color.", "engine": "claude", "q": "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?"}], "passed": [{"strength": "cautioned", "q": "A Black woman founder in Atlanta raising $1M: who realistically writes that check?", "qid": "atli_029", "family": "capital_path", "ev": "Fearless Fund — obvious thesis fit, but qualify the opportunity before spending a lot of fundraising time.", "char": "Thesis fit for women-of-color founders but qualify before investing fundraising time", "engine": "chatgpt", "instead": ["Collab Capital"]}, {"strength": "cautioned", "q": "A Black woman founder in Atlanta raising $1M: who realistically writes that check?", "qid": "atli_029", "family": "capital_path", "ev": "it's been the target of a civil rights lawsuit ... It still exists but operates more cautiously now, and you should check its current investment activity", "char": "Atlanta fund for women of color, but hobbled by a civil rights lawsuit", "engine": "claude", "instead": ["Collab Capital"]}, {"strength": "cautioned", "q": "I am a woman founder in Atlanta raising a seed round. Which investors here have backed women-led companies?", "qid": "atli_137", "family": "inclusion", "ev": "Note: they've faced a high-profile lawsuit ... challenging their race-conscious criteria, so worth understanding their current eligibility structure before applying.", "char": "Atlanta fund for women-of-color founders; eligibility uncertain due to lawsuit", "engine": "claude", "instead": ["Valor Ventures"]}, {"strength": "cautioned", "q": "Are there venture funds in Atlanta run by Black investors?", "qid": "atli_138", "family": "inclusion", "ev": "verify which programs are currently open before spending time on an application", "char": "Black woman-founded Atlanta fund; current investment and legal status must be verified", "engine": "perplexity", "instead": ["Collab Capital"]}, {"strength": "cautioned", "q": "Which Atlanta funds write pre-seed checks under $500k?", "qid": "atli_005", "family": "capital_path", "ev": "worth confirming current investment status, as they've faced legal challenges in recent years", "char": "Pre-seed/seed investor in women of color founders; status uncertain after legal challenges", "engine": "claude", "instead": []}, {"strength": "listed", "q": "I am a woman founder in Atlanta raising a seed round. Which investors here have backed women-led companies?", "qid": "atli_137", "family": "inclusion", "ev": "Atlanta-based fund focused on women of color entrepreneurs; worth considering", "char": "Atlanta fund focused on women of color entrepreneurs", "engine": "chatgpt", "instead": ["Valor Ventures"]}, {"strength": "listed", "q": "Are there Atlanta funds that will back a pre-product founder on the strength of the team?", "qid": "atli_020", "family": "capital_path", "ev": "Fearless Fund — invests at pre-seed, with an explicit focus on backing underrepresented founders where team and vision carry more weight", "char": "Pre-seed investor backing underrepresented founders where team and vision outweigh traction", "engine": "claude", "instead": ["Overline"]}, {"strength": "listed", "q": "What Atlanta programs and funds are built for Black founders raising their first round?", "qid": "atli_126", "family": "inclusion", "ev": "Fearless Fund — Atlanta-based, invests in women of color led businesses seeking pre-seed, seed level or series A financing.", "char": "Atlanta fund investing pre-seed to Series A in women-of-color-led businesses; grant contest ended", "engine": "claude", "instead": ["Collab Capital"]}, {"strength": "listed", "q": "Where should a woman founder in Atlanta go for capital and sponsorship?", "qid": "atli_128", "family": "inclusion", "ev": "Fearless Fund — invests specifically in women of color-led businesses at pre-seed, seed, and Series A", "char": "Invests in women-of-color-led businesses from pre-seed through Series A", "engine": "claude", "instead": ["Venture Atlanta"]}, {"strength": "listed", "q": "Which Atlanta organizations have actually funded Black women founders, not just featured them?", "qid": "atli_130", "family": "inclusion", "ev": "By 2023 it had directly invested $26.5 million in 41 companies led or owned by minority women... Important caveat", "char": "Atlanta VC for women of color; grant contest ended after lawsuit, verify activity", "engine": "claude", "instead": ["Collab Capital"]}], "own_pages": [{"url": "https://www.fearless.fund/", "answers": 9}, {"url": "https://www.fearless.fund/vc-summit-copy", "answers": 2}, {"url": "https://www.fearless.fund/venture", "answers": 2}, {"url": "https://www.fearless.fund/about", "answers": 1}, {"url": "https://www.fearless.fund/woc-grant-rules", "answers": 1}, {"url": "https://www.fearless.fund/africa", "answers": 1}], "q_named": 19, "q_total": 190, "cite_split": {"cited": [9, 5], "uncited": [27, 3]}, "type_label": "Venture fund", "best_for": [{"id": "underrepresented_founder", "label": "I'm an underrepresented founder", "rec": 8}], "described": ["Atlanta VC firm investing in women of color founders raising early capital", "Top pick for underrepresented founders; VC writing pre-seed/seed checks to women of color", "Atlanta-founded VC and grant program investing in women-of-color founders; singled out as clearest example", "Atlanta fund focused on women of color entrepreneurs"], "fit_notes": ["Thesis fit for women-of-color founders but qualify before investing fundraising time", "Pre-seed/seed investor in women of color founders; status uncertain after legal challenges", "Atlanta fund for women of color, but hobbled by a civil rights lawsuit"], "rec_rank": 20, "website": "https://www.fearless.fund", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Fearless Fund is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Fearless Fund in 36 of 760 answers, and the engines pick it in 8. When they pass it over, they usually give a reason, and 5 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://www.fearless.fund/. The engines cited it in 9 of the answers that name Fearless Fund, more than any other page on your site.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Thesis fit for women-of-color founders but qualify before investing fundraising time.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Fearless Fund is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["A Black woman founder in Atlanta raising $1M: who realistically writes that check?", "I am a woman founder in Atlanta raising a seed round. Which investors here have backed women-led companies?", "Are there venture funds in Atlanta run by Black investors?", "Which Atlanta funds write pre-seed checks under $500k?"], "words": [{"text": "Fearless Fund — obvious thesis fit, but qualify the opportunity before spending a lot of fundraising time.", "engine": "ChatGPT", "q": "A Black woman founder in Atlanta raising $1M: who realistically writes that check?"}, {"text": "it's been the target of a civil rights lawsuit ... It still exists but operates more cautiously now, and you should check its current investment activity", "engine": "Claude", "q": "A Black woman founder in Atlanta raising $1M: who realistically writes that check?"}, {"text": "Note: they've faced a high-profile lawsuit ... challenging their race-conscious criteria, so worth understanding their current eligibility structure before applying.", "engine": "Claude", "q": "I am a woman founder in Atlanta raising a seed round. Which investors here have backed women-led companies?"}], "page": "https://www.fearless.fund/", "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Fearless Fund the way this page does.", "n": 1, "id": "fearless-fund-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Fearless Fund can't take to Collab Capital and Valor Ventures", "who": "Program or fund lead", "time": "10 min", "why": "In the answers where the engines turned founders away from Fearless Fund for fit, they sent them to Collab Capital and Valor Ventures instead. A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let Collab Capital know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Fearless Fund? Collab Capital and Valor Ventures are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "Collab Capital", "slug": "collab-capital", "answers": 3}, {"name": "Valor Ventures", "slug": "valor-ventures", "answers": 1}], "questions": ["A Black woman founder in Atlanta raising $1M: who realistically writes that check?", "I am a woman founder in Atlanta raising a seed round. Which investors here have backed women-led companies?", "Are there venture funds in Atlanta run by Black investors?", "Are there Atlanta funds that will back a pre-product founder on the strength of the team?", "What Atlanta programs and funds are built for Black founders raising their first round?"], "words": [], "check": "In December, watch the answers that turn founders away from Fearless Fund: do they name an Atlanta option next?", "n": 2, "id": "fearless-fund-referral-2", "status": "open"}, {"kind": "verify", "title": "Check Fearless Fund's row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. That's it."], "questions": [], "words": [], "check": "The re-measure checks whether the engines describe your terms correctly.", "n": 3, "id": "fearless-fund-verify-3", "status": "open"}], "cited_with": [{"d": "guide.startupatlanta.com", "n": 15, "own": false}, {"d": "fearless.fund", "n": 9, "own": true}, {"d": "startupintros.com", "n": 8, "own": false}, {"d": "linkedin.com", "n": 8, "own": false}, {"d": "rho.co", "n": 7, "own": false}, {"d": "openvc.app", "n": 6, "own": false}], "by_engine": {"chatgpt": [190, 6, 3], "claude": [190, 15, 1], "gemini": [190, 6, 0], "perplexity": [190, 9, 4]}}, {"id": "gdecd", "slug": "georgia-department-of-economic-development", "name": "Georgia Department of Economic Development", "type": "agency", "n": 760, "named": 27, "rec": 8, "named_pct": 3.6, "rec_pct": 1.1, "families": [{"id": "public_sector", "label": "City and state support", "named": 25, "rec": 8}, {"id": "sector", "label": "Sector fit", "named": 2, "rec": 0}], "instead": [{"name": "ATDC", "slug": "atdc", "answers": 7}, {"name": "Georgia Center of Innovation", "slug": "georgia-center-of-innovation", "answers": 4}, {"name": "Invest Atlanta", "slug": "invest-atlanta", "answers": 3}, {"name": "Curiosity Lab at Peachtree Corners", "slug": "curiosity-lab-at-peachtree-corners", "answers": 1}], "own_site_cited": 21, "quotes": [{"text": "I'd start with the Georgia Department of Economic Development (GDEcD) Global Commerce Statewide Project Team.", "engine": "chatgpt", "q": "We're moving a 40-person software company to the Southeast. What incentives does Georgia offer, and who do I call?"}, {"text": "Who to call, in order\nGeorgia Department of Economic Development, Global Commerce — 404-962-4000. The front door", "engine": "claude", "q": "We're moving a 40-person software company to the Southeast. What incentives does Georgia offer, and who do I call?"}, {"text": "Start with the State of Georgia Europe Office in Munich (part of the Georgia Department of Economic Development).", "engine": "claude", "q": "We're a European startup opening a US office. Why Atlanta, and which agency helps with the landing?"}, {"text": "The practical starting point is the Georgia Department of Economic Development's workforce division or your local technical college's economic development office.", "engine": "claude", "q": "Which workforce training programs in Georgia will help me hire engineers?"}], "passed": [{"strength": "listed", "q": "Which Atlanta organizations support healthtech or digital health startups?", "qid": "atli_077", "family": "sector", "ev": "Need state relationships or non-dilutive funding navigation: Contact the Georgia Center of Innovation-IT and the Georgia Department of Economic Development network.", "char": "State navigation to mentors, financing resources, SSBCI, CDFIs and federal grants", "engine": "perplexity", "instead": ["ATDC"]}, {"strength": "listed", "q": "Which city or state offices in Atlanta help a startup with permits, space or funding?", "qid": "atlp_023", "family": "public_sector", "ev": "the Georgia Department of Economic Development is useful for business-development resources, financing connections and statewide incentives", "char": "State agency for business development resources, financing connections and statewide incentives", "engine": "chatgpt", "instead": ["Invest Atlanta"]}, {"strength": "mentioned", "q": "Where can I test autonomous vehicle or smart city technology in Georgia?", "qid": "atlp_027", "family": "public_sector", "ev": "Georgia's economic-development agency also identifies Peachtree Corners as a principal location for autonomous-mobility testing in the state.", "char": "Cited as identifying Peachtree Corners as a key AV testing location", "engine": "chatgpt", "instead": ["Curiosity Lab at Peachtree Corners"]}, {"strength": "mentioned", "q": "What is Georgia doing to attract AI companies?", "qid": "atlp_030", "family": "public_sector", "ev": "The Georgia Department of Economic Development reported that its Global Commerce team supported 436 new locations and expansions", "char": "Large recruitment machine; Global Commerce team reported 436 locations and expansions in FY2026", "engine": "chatgpt", "instead": ["Georgia Tech"]}, {"strength": "listed", "q": "Which economic development organizations in metro Atlanta work with startups, and what does each one do?", "qid": "atlp_033", "family": "public_sector", "ev": "Gives innovative companies one-on-one industry support and connections to research universities, suppliers, corporations, incubators", "char": "Statewide agency giving innovative companies industry support and partner connections", "engine": "chatgpt", "instead": ["ATDC", "Invest Atlanta"]}, {"strength": "mentioned", "q": "Is there free or subsidized office space for startups from the city or the state in Atlanta?", "qid": "atlp_035", "family": "public_sector", "ev": "Georgia's economic-development agency also maintains a statewide directory of incubators/coworking spaces", "char": "Maintains statewide directory of incubators and coworking spaces", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "Does Georgia have industry-specific help centers for companies, and can a startup use them?", "qid": "atlp_039", "family": "public_sector", "ev": "The main resource is the Georgia Department of Economic Development’s Center of Innovation.", "char": "State agency running the industry-focused Center of Innovation and broader startup support network", "engine": "chatgpt", "instead": ["Georgia Center of Innovation"]}, {"strength": "listed", "q": "Which economic development organizations in metro Atlanta work with startups, and what does each one do?", "qid": "atlp_033", "family": "public_sector", "ev": "Georgia Department of Economic Development — state level; its Centers of Innovation provide technical assistance in targeted sectors", "char": "State-level agency whose sector centers provide technical assistance", "engine": "claude", "instead": ["ATDC"]}, {"strength": "mentioned", "q": "Is there free or subsidized office space for startups from the city or the state in Atlanta?", "qid": "atlp_035", "family": "public_sector", "ev": "Georgia's economic development agency also maintains a statewide directory of coworking and innovation spaces", "char": "Maintains a statewide directory of coworking and innovation spaces", "engine": "claude", "instead": ["ATDC"]}, {"strength": "mentioned", "q": "Does Georgia have industry-specific help centers for companies, and can a startup use them?", "qid": "atlp_039", "family": "public_sector", "ev": "Georgia Center of Innovation (part of the Georgia Department of Economic Development)", "char": "State agency housing the Center of Innovation", "engine": "claude", "instead": ["Georgia Center of Innovation", "ATDC"]}], "own_pages": [{"url": "https://georgia.org/business-support/small-business", "answers": 6}, {"url": "https://georgia.org/business-support/innovation", "answers": 5}, {"url": "https://georgia.org/", "answers": 4}, {"url": "https://georgia.org/business-support/incentives", "answers": 3}, {"url": "https://georgia.org/industries/technology", "answers": 2}, {"url": "https://georgia.org/why-georgia/global-advantage", "answers": 2}], "q_named": 12, "q_total": 190, "cite_split": {"cited": [21, 7], "uncited": [6, 1]}, "type_label": "State agency", "best_for": [{"id": "relocating_company", "label": "We're moving a company to Georgia", "rec": 5}, {"id": "international_entrant", "label": "We're a foreign startup opening a US office", "rec": 3}], "described": ["State agency with incentive programs for tech/healthcare relocations", "State navigation to mentors, financing resources, SSBCI, CDFIs and federal grants", "State agency whose statewide project team coordinates sites and incentive packages", "State agency for business development resources, financing connections and statewide incentives"], "fit_notes": [], "rec_rank": 21, "website": "https://georgia.org", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Georgia Department of Economic Development is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Georgia Department of Economic Development in 27 of 760 answers, and the engines pick it in 8. Where the terms aren't written down, the engines hedge or point elsewhere.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://georgia.org/business-support/small-business. The engines cited it in 6 of the answers that name Georgia Department of Economic Development, more than any other page on your site.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Georgia Department of Economic Development is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Which Atlanta organizations support healthtech or digital health startups?", "Which city or state offices in Atlanta help a startup with permits, space or funding?", "Where can I test autonomous vehicle or smart city technology in Georgia?", "What is Georgia doing to attract AI companies?", "Which economic development organizations in metro Atlanta work with startups, and what does each one do?"], "words": [{"text": "Need state relationships or non-dilutive funding navigation: Contact the Georgia Center of Innovation-IT and the Georgia Department of Economic Development network.", "engine": "Perplexity", "q": "Which Atlanta organizations support healthtech or digital health startups?"}, {"text": "the Georgia Department of Economic Development is useful for business-development resources, financing connections and statewide incentives", "engine": "ChatGPT", "q": "Which city or state offices in Atlanta help a startup with permits, space or funding?"}, {"text": "Georgia's economic-development agency also identifies Peachtree Corners as a principal location for autonomous-mobility testing in the state.", "engine": "ChatGPT", "q": "Where can I test autonomous vehicle or smart city technology in Georgia?"}], "page": "https://georgia.org/business-support/small-business", "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Georgia Department of Economic Development the way this page does.", "n": 1, "id": "georgia-department-of-economic-development-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Georgia Department of Economic Development can't take to ATDC and Georgia Center of Innovation", "who": "Program or fund lead", "time": "10 min", "why": "When the engines name Georgia Department of Economic Development but recommend someone else, they most often recommend ATDC (7 answers) and Georgia Center of Innovation (4 answers). A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let ATDC know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Georgia Department of Economic Development? ATDC and Georgia Center of Innovation are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "ATDC", "slug": "atdc", "answers": 7}, {"name": "Georgia Center of Innovation", "slug": "georgia-center-of-innovation", "answers": 4}], "questions": ["Which Atlanta organizations support healthtech or digital health startups?", "Which city or state offices in Atlanta help a startup with permits, space or funding?", "Where can I test autonomous vehicle or smart city technology in Georgia?", "What is Georgia doing to attract AI companies?", "Which economic development organizations in metro Atlanta work with startups, and what does each one do?"], "words": [], "check": "In December, watch the answers that turn founders away from Georgia Department of Economic Development: do they name an Atlanta option next?", "n": 2, "id": "georgia-department-of-economic-development-referral-2", "status": "open"}], "cited_with": [{"d": "georgia.org", "n": 21, "own": true}, {"d": "atdc.org", "n": 9, "own": false}, {"d": "investatlanta.com", "n": 9, "own": false}, {"d": "metroatlantachamber.com", "n": 8, "own": false}, {"d": "linkedin.com", "n": 4, "own": false}, {"d": "dor.georgia.gov", "n": 4, "own": false}], "by_engine": {"chatgpt": [190, 9, 2], "claude": [190, 7, 3], "gemini": [190, 6, 2], "perplexity": [190, 5, 1]}}, {"id": "techstars_atlanta", "slug": "techstars-atlanta", "name": "Techstars Atlanta", "type": "program", "n": 760, "named": 96, "rec": 7, "named_pct": 12.6, "rec_pct": 0.9, "families": [{"id": "program_selection", "label": "Choosing a program", "named": 47, "rec": 5}, {"id": "front_door", "label": "Where to start", "named": 11, "rec": 0}, {"id": "capital_path", "label": "Raising money", "named": 9, "rec": 0}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 7, "rec": 1}, {"id": "talent", "label": "Hiring and cofounders", "named": 6, "rec": 1}, {"id": "sector", "label": "Sector fit", "named": 5, "rec": 0}, {"id": "inclusion", "label": "Underrepresented founders", "named": 5, "rec": 0}, {"id": "university_pipeline", "label": "Universities and students", "named": 4, "rec": 0}, {"id": "space_community", "label": "Space and community", "named": 1, "rec": 0}, {"id": "public_sector", "label": "City and state support", "named": 1, "rec": 0}], "instead": [{"name": "ATDC", "slug": "atdc", "answers": 34}, {"name": "Engage", "slug": "engage", "answers": 10}, {"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 9}, {"name": "Georgia Tech CREATE-X", "slug": "georgia-tech-create-x", "answers": 3}], "own_site_cited": 0, "quotes": [{"text": "I’d choose Techstars Atlanta for a general tech startup.", "engine": "chatgpt", "q": "I can only do one program this year. Which Atlanta accelerator gives me the best shot at a seed round?"}, {"text": "Techstars Atlanta (powered by J.P. Morgan) is the strongest bet for most founders", "engine": "claude", "q": "I can only do one program this year. Which Atlanta accelerator gives me the best shot at a seed round?"}, {"text": "This is the closest thing Atlanta has to a \"real\" accelerator in the Bay Area sense.", "engine": "claude", "q": "Do Atlanta incubators actually help you raise, or is it mostly workshops?"}, {"text": "its demo day draws investors from well beyond the Southeast because of Techstars' national network and reputation", "engine": "claude", "q": "Which Atlanta accelerators have the strongest investor demo days?"}], "passed": [{"strength": "cautioned", "q": "What is the application timeline for Atlanta's main startup programs?", "qid": "atli_037", "family": "program_selection", "ev": "Atlanta's former Cox accelerator is no longer operating in its old form; Techstars Atlanta entered a new community-partnership phase", "char": "Former Cox accelerator no longer operating in its old form; now community partnership", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "cautioned", "q": "Make a table of Atlanta accelerators with stage, equity taken and program length.", "qid": "atli_040", "family": "program_selection", "ev": "I wouldn't automatically include it as a currently active Atlanta option without confirming the current cohort/location", "char": "Old program may not be currently active locally; 6-9% equity for up to $120K", "engine": "chatgpt", "instead": ["ATDC", "Georgia Tech CREATE-X"]}, {"strength": "cautioned", "q": "Which Atlanta programs include real mentorship from operators who have actually exited a company?", "qid": "atli_043", "family": "program_selection", "ev": "One I wouldn't count as a current option is Techstars Atlanta: the local business listing currently marks that Atlanta location/program as permanently closed", "char": "Described as permanently closed, not a current option despite historical importance", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "cautioned", "q": "Which Atlanta groups help founders with fundraising strategy rather than writing the check themselves?", "qid": "atli_023", "family": "capital_path", "ev": "A few programs blend advisory work with actual capital (e.g., Techstars Atlanta, Cox Cleantech, Pinnacle Atlanta/gener8tor, Engage Ventures)", "char": "Flagged as blending advisory work with equity investment, not pure strategy help", "engine": "claude", "instead": ["Startup Atlanta"]}, {"strength": "cautioned", "q": "Which Atlanta accelerators take no equity?", "qid": "atli_034", "family": "program_selection", "ev": "Techstars Atlanta, Engage, Cox Cleantech, and Boomtown all operate on a check-for-equity model", "char": "Takes equity, so excluded for founders avoiding dilution", "engine": "claude", "instead": ["ATDC", "Atlanta Tech Park"]}, {"strength": "cautioned", "q": "Which Atlanta programs include real mentorship from operators who have actually exited a company?", "qid": "atli_043", "family": "program_selection", "ev": "their public materials describe them more generically ... without spelling out how many mentors have actual exits", "char": "Touts mentorship generically without documenting mentors' exits", "engine": "claude", "instead": ["Tech North Atlanta"]}, {"strength": "cautioned", "q": "What Atlanta program should a solo founder with a working prototype apply to first?", "qid": "atli_044", "family": "program_selection", "ev": "still solid, but treat it as a second move once you've sharpened your pitch with traction data, not a first application", "char": "Recently restructured after J.P. Morgan partnership ended; better as a second move", "engine": "claude", "instead": ["ATDC"]}, {"strength": "cautioned", "q": "Which metro Atlanta suburbs have their own startup incubators worth applying to?", "qid": "atli_050", "family": "program_selection", "ev": "ATDC, Techstars Atlanta, Atlanta Tech Village — are all in the city proper (Midtown), not the suburbs", "char": "Big-name program located in Midtown, not in the suburbs the asker wants", "engine": "claude", "instead": ["Tech North Atlanta"]}, {"strength": "cautioned", "q": "Which Atlanta startup programs actually lead to customer introductions?", "qid": "atli_053", "family": "program_selection", "ev": "Techstars Atlanta is more about brand and investor routing than direct customer intros these days", "char": "Brand and investor routing rather than customer intros; lost J.P. Morgan funding", "engine": "claude", "instead": ["Engage"]}, {"strength": "cautioned", "q": "I am relocating to Atlanta with an already funded company. Is a local program worth joining or should I skip it?", "qid": "atli_054", "family": "program_selection", "ev": "If you're already funded, giving up equity for money you don't need is usually a bad trade", "char": "Equity-for-capital model and uncertain post-J.P. Morgan structure; bad trade if funded", "engine": "claude", "instead": ["ATDC", "Engage"]}], "own_pages": [], "q_named": 61, "q_total": 190, "cite_split": {"cited": [0, 0], "uncited": [96, 7]}, "type_label": "Accelerator", "best_for": [{"id": "seed_founder_raising", "label": "I'm raising a pre-seed or seed round", "rec": 5}, {"id": "relocating_founder", "label": "I'm moving my startup to Atlanta", "rec": 1}, {"id": "nontechnical_founder", "label": "I'm a non-technical founder", "rec": 1}], "described": ["Relaunched community-backed accelerator with Spring 2026 applications open", "Top overall pick for seed odds: investor-recognized brand, capital, global network", "Historically the classic big Demo Day, but program has materially changed", "Accelerator linking local companies to a global accelerator and investor network"], "fit_notes": ["Former Cox accelerator no longer operating in its old form; now community partnership", "Old program may not be currently active locally; 6-9% equity for up to $120K", "Described as permanently closed, not a current option despite historical importance"], "rec_rank": 22, "website": "https://techstarsatlanta.com", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Techstars Atlanta is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Techstars Atlanta in 96 of 760 answers, and the engines pick it in 7. When they pass it over, they usually give a reason, and 10 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Pick the page that best describes what Techstars Atlanta offers founders. The engines rarely cite your own site today, so a clear, current page is the fastest way to be quoted correctly.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Former Cox accelerator no longer operating in its old form; now community partnership.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Techstars Atlanta is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["What is the application timeline for Atlanta's main startup programs?", "Make a table of Atlanta accelerators with stage, equity taken and program length.", "Which Atlanta programs include real mentorship from operators who have actually exited a company?", "Which Atlanta groups help founders with fundraising strategy rather than writing the check themselves?", "Which Atlanta accelerators take no equity?"], "words": [{"text": "Atlanta's former Cox accelerator is no longer operating in its old form; Techstars Atlanta entered a new community-partnership phase", "engine": "ChatGPT", "q": "What is the application timeline for Atlanta's main startup programs?"}, {"text": "I wouldn't automatically include it as a currently active Atlanta option without confirming the current cohort/location", "engine": "ChatGPT", "q": "Make a table of Atlanta accelerators with stage, equity taken and program length."}, {"text": "One I wouldn't count as a current option is Techstars Atlanta: the local business listing currently marks that Atlanta location/program as permanently closed", "engine": "ChatGPT", "q": "Which Atlanta programs include real mentorship from operators who have actually exited a company?"}], "page": null, "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Techstars Atlanta the way this page does.", "n": 1, "id": "techstars-atlanta-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Techstars Atlanta can't take to ATDC and Tech North Atlanta", "who": "Program or fund lead", "time": "10 min", "why": "In the answers where the engines turned founders away from Techstars Atlanta for fit, they sent them to ATDC and Tech North Atlanta instead. A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let ATDC know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Techstars Atlanta? ATDC and Tech North Atlanta are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "ATDC", "slug": "atdc", "answers": 6}, {"name": "Tech North Atlanta", "slug": "tech-north-atlanta", "answers": 2}], "questions": ["What is the application timeline for Atlanta's main startup programs?", "Make a table of Atlanta accelerators with stage, equity taken and program length.", "Which Atlanta programs include real mentorship from operators who have actually exited a company?", "Which Atlanta groups help founders with fundraising strategy rather than writing the check themselves?", "Which Atlanta accelerators take no equity?"], "words": [], "check": "In December, watch the answers that turn founders away from Techstars Atlanta: do they name an Atlanta option next?", "n": 2, "id": "techstars-atlanta-referral-2", "status": "open"}, {"kind": "lists", "title": "Get Techstars Atlanta onto the 1 most-cited Atlanta list it's missing from", "who": "Marketing or communications lead", "time": "5 min", "why": "When founders ask about Atlanta's ecosystem, the engines lean on a handful of lists far more than on anyone's own site. We read the eight they cite most on September 13, 2026. Techstars Atlanta isn't on these.", "helps": "Every accurate listing makes the whole ecosystem easier for the engines to describe.", "steps": ["Startup Atlanta Guide: Inclusive Innovation (19 citations): https://guide.startupatlanta.com/inclusive-innovation", "Some are short “top five” lists. Ask anyway, and ask to be considered for the next update."], "lists": [{"title": "Startup Atlanta Guide: Inclusive Innovation", "url": "https://guide.startupatlanta.com/inclusive-innovation", "reach": "19 citations"}], "copy": {"label": "A note to each editor", "text": "Hi, your page “[list title]” is one of the sources AI assistants cite when founders ask about Atlanta's startup ecosystem. Techstars Atlanta isn't on it yet. Techstars Atlanta [one sentence on who you serve and what founders get]. Details are at [your page]. Glad to send anything you need for your next update. Thank you, [name], Techstars Atlanta"}, "questions": [], "words": [], "check": "We re-read the same lists before the December re-measure and mark what changed.", "n": 3, "id": "techstars-atlanta-lists-3", "status": "open"}, {"kind": "verify", "title": "Check Techstars Atlanta's row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. That's it."], "questions": [], "words": [], "check": "The re-measure checks whether the engines describe your terms correctly.", "n": 4, "id": "techstars-atlanta-verify-4", "status": "open"}], "cited_with": [{"d": "peony.ink", "n": 45, "own": false}, {"d": "atdc.org", "n": 40, "own": false}, {"d": "atlantatechvillage.com", "n": 26, "own": false}, {"d": "ventureatlanta.org", "n": 20, "own": false}, {"d": "startupacceleratorlist.com", "n": 19, "own": false}, {"d": "failory.com", "n": 19, "own": false}], "by_engine": {"chatgpt": [190, 7, 1], "claude": [190, 50, 4], "gemini": [190, 23, 0], "perplexity": [190, 16, 2]}}, {"id": "tag", "slug": "technology-association-of-georgia", "name": "Technology Association of Georgia", "type": "association", "n": 760, "named": 39, "rec": 7, "named_pct": 5.1, "rec_pct": 0.9, "families": [{"id": "sector", "label": "Sector fit", "named": 17, "rec": 3}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 8, "rec": 0}, {"id": "public_sector", "label": "City and state support", "named": 5, "rec": 4}, {"id": "talent", "label": "Hiring and cofounders", "named": 3, "rec": 0}, {"id": "front_door", "label": "Where to start", "named": 3, "rec": 0}, {"id": "capital_path", "label": "Raising money", "named": 2, "rec": 0}, {"id": "program_selection", "label": "Choosing a program", "named": 1, "rec": 0}], "instead": [{"name": "ATDC", "slug": "atdc", "answers": 20}, {"name": "Georgia Tech", "slug": "georgia-tech", "answers": 5}, {"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 5}, {"name": "Engage", "slug": "engage", "answers": 3}], "own_site_cited": 0, "quotes": [{"text": "Technology Association of Georgia runs one of the region's central fintech networks and Fintech South ... Must know", "engine": "chatgpt", "q": "As an investor looking for Atlanta fintech deal flow, which organizations should I know?"}, {"text": "ATDC's FinTech Accelerator and TAG's Fintech Society are generally the two most direct doors in", "engine": "claude", "q": "Which Atlanta organizations connect startups to the banks and payment processors headquartered there?"}, {"text": "Join TAG’s cybersecurity community and schedule conversations with practitioners", "engine": "perplexity", "q": "Best resources for a cybersecurity startup based in Atlanta"}, {"text": "for a technology company I'd compare TAG directly against every chamber membership", "engine": "chatgpt", "q": "Which Atlanta-area chambers of commerce are worth joining as a tech startup?"}], "passed": [{"strength": "mentioned", "q": "Are there Atlanta programs specifically for fintech or payments startups?", "qid": "atli_045", "family": "program_selection", "ev": "TAG runs this specifically for Georgia fintech startups.", "char": "Association that runs the Fintech South Innovation Challenge", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "Which Atlanta organizations connect startups to the banks and payment processors headquartered there?", "qid": "atli_083", "family": "sector", "ev": "a strong networking route into senior fintech executives, service providers, investors and potential customers", "char": "Networking route to senior fintech executives, investors and customers via its Fintech Society", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "I am building enterprise software for healthcare systems. What does Atlanta offer me specifically?", "qid": "atli_084", "family": "sector", "ev": "The Technology Association of Georgia maintains a digital-health ecosystem covering hundreds of organizations", "char": "Maintains a digital-health ecosystem connecting healthcare IT professionals, hospitals and startups", "engine": "chatgpt", "instead": ["Emory University"]}, {"strength": "listed", "q": "Which Atlanta groups run sector-specific programming rather than general startup programming?", "qid": "atli_093", "family": "sector", "ev": "Strong for industry programming, less of an accelerator.", "char": "Industry communities and fintech challenge programming, not an accelerator", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "Which Atlanta organizations get startups in front of the Fortune 500 companies headquartered there?", "qid": "atli_095", "family": "sector", "ev": "Don't overlook TAG and the Metro Atlanta Chamber", "char": "Industry relationship building bringing enterprises, startups and investors together", "engine": "chatgpt", "instead": ["Engage", "ATDC"]}, {"strength": "listed", "q": "Which Atlanta organizations run talent or hiring programs for startups?", "qid": "atli_120", "family": "talent", "ev": "Runs technology education and workforce initiatives, employer partnerships, and talent-development programs across Georgia.", "char": "Runs workforce, education and employer partnership programs statewide", "engine": "chatgpt", "instead": ["ATDC", "Georgia Tech", "Georgia Tech CREATE-X"]}, {"strength": "listed", "q": "If a Fortune 500 company wanted to plug into Atlanta's startup scene, who would it work with?", "qid": "atli_142", "family": "ecosystem_shape", "ev": "Good for enterprise networking across sectors-especially if the company wants relationships with technology leaders, founders, and investors.", "char": "Broad enterprise networking across sectors with tech leaders, founders and investors", "engine": "chatgpt", "instead": ["ATDC", "Engage"]}, {"strength": "listed", "q": "Who are the most important people and organizations in Atlanta tech?", "qid": "atli_144", "family": "ecosystem_shape", "ev": "Probably the broadest technology networking organization in Georgia", "char": "Broadest tech networking organization in Georgia", "engine": "chatgpt", "instead": ["Georgia Tech"]}, {"strength": "listed", "q": "Where does someone starting a company in Atlanta go first?", "qid": "atli_059", "family": "front_door", "ev": "runs events, has a startup-focused arm (TAG-Ed and various interest groups), and is useful for networking", "char": "Association running events and interest groups, useful for networking", "engine": "claude", "instead": ["ATDC", "Atlanta Tech Village"]}, {"strength": "listed", "q": "As an investor looking for Atlanta fintech deal flow, which organizations should I know?", "qid": "atli_091", "family": "sector", "ev": "Technology Association of Georgia (TAG) broadly — hosts ongoing fintech-specific programming", "char": "Runs Fintech South and ongoing fintech programming for deal-flow access", "engine": "claude", "instead": ["TTV Capital", "ATDC"]}], "own_pages": [], "q_named": 23, "q_total": 190, "cite_split": {"cited": [0, 0], "uncited": [39, 7]}, "type_label": "Association", "best_for": [{"id": "suburban_founder", "label": "I'm based outside the city limits", "rec": 4}, {"id": "seed_founder_raising", "label": "I'm raising a pre-seed or seed round", "rec": 2}, {"id": "angel_investor", "label": "I'm an angel investor", "rec": 1}], "described": ["Networking route to senior fintech executives, investors and customers via its Fintech Society", "Maintains a digital-health ecosystem connecting healthcare IT professionals, hospitals and startups", "Must-know: TAG's fintech network and Fintech South conference", "Industry communities and fintech challenge programming, not an accelerator"], "fit_notes": [], "rec_rank": 23, "website": "https://www.tagonline.org", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Technology Association of Georgia is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Technology Association of Georgia in 39 of 760 answers, and the engines pick it in 7. Where the terms aren't written down, the engines hedge or point elsewhere.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Pick the page that best describes what Technology Association of Georgia offers founders. The engines rarely cite your own site today, so a clear, current page is the fastest way to be quoted correctly.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Technology Association of Georgia is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Are there Atlanta programs specifically for fintech or payments startups?", "Which Atlanta organizations connect startups to the banks and payment processors headquartered there?", "I am building enterprise software for healthcare systems. What does Atlanta offer me specifically?", "Which Atlanta groups run sector-specific programming rather than general startup programming?", "Which Atlanta organizations get startups in front of the Fortune 500 companies headquartered there?"], "words": [{"text": "TAG runs this specifically for Georgia fintech startups.", "engine": "ChatGPT", "q": "Are there Atlanta programs specifically for fintech or payments startups?"}, {"text": "a strong networking route into senior fintech executives, service providers, investors and potential customers", "engine": "ChatGPT", "q": "Which Atlanta organizations connect startups to the banks and payment processors headquartered there?"}, {"text": "The Technology Association of Georgia maintains a digital-health ecosystem covering hundreds of organizations", "engine": "ChatGPT", "q": "I am building enterprise software for healthcare systems. What does Atlanta offer me specifically?"}], "page": null, "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Technology Association of Georgia the way this page does.", "n": 1, "id": "technology-association-of-georgia-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Technology Association of Georgia can't take to ATDC and Georgia Tech", "who": "Program or fund lead", "time": "10 min", "why": "When the engines name Technology Association of Georgia but recommend someone else, they most often recommend ATDC (20 answers) and Georgia Tech (5 answers). A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let ATDC know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Technology Association of Georgia? ATDC and Georgia Tech are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "ATDC", "slug": "atdc", "answers": 20}, {"name": "Georgia Tech", "slug": "georgia-tech", "answers": 5}], "questions": ["Are there Atlanta programs specifically for fintech or payments startups?", "Which Atlanta organizations connect startups to the banks and payment processors headquartered there?", "I am building enterprise software for healthcare systems. What does Atlanta offer me specifically?", "Which Atlanta groups run sector-specific programming rather than general startup programming?", "Which Atlanta organizations get startups in front of the Fortune 500 companies headquartered there?"], "words": [], "check": "In December, watch the answers that turn founders away from Technology Association of Georgia: do they name an Atlanta option next?", "n": 2, "id": "technology-association-of-georgia-referral-2", "status": "open"}], "cited_with": [{"d": "atdc.org", "n": 20, "own": false}, {"d": "tagonline.org", "n": 18, "own": false}, {"d": "fintechatlanta.org", "n": 10, "own": false}, {"d": "ventureatlanta.org", "n": 9, "own": false}, {"d": "linkedin.com", "n": 9, "own": false}, {"d": "metroatlantachamber.com", "n": 8, "own": false}], "by_engine": {"chatgpt": [190, 10, 2], "claude": [190, 9, 2], "gemini": [190, 9, 1], "perplexity": [190, 11, 2]}}, {"id": "ttv_capital", "slug": "ttv-capital", "name": "TTV Capital", "type": "fund", "n": 760, "named": 52, "rec": 6, "named_pct": 6.8, "rec_pct": 0.8, "families": [{"id": "capital_path", "label": "Raising money", "named": 23, "rec": 0}, {"id": "sector", "label": "Sector fit", "named": 13, "rec": 6}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 8, "rec": 0}, {"id": "front_door", "label": "Where to start", "named": 4, "rec": 0}, {"id": "inclusion", "label": "Underrepresented founders", "named": 2, "rec": 0}, {"id": "talent", "label": "Hiring and cofounders", "named": 1, "rec": 0}, {"id": "public_sector", "label": "City and state support", "named": 1, "rec": 0}], "instead": [{"name": "ATDC", "slug": "atdc", "answers": 11}, {"name": "Overline", "slug": "overline", "answers": 5}, {"name": "Georgia Tech", "slug": "georgia-tech", "answers": 5}, {"name": "Valor Ventures", "slug": "valor-ventures", "answers": 4}], "own_site_cited": 7, "quotes": [{"text": "local investors who can lead or provide the first institutional check, especially TTV Capital, Tech Square Ventures and BIP Ventures", "engine": "chatgpt", "q": "Who invests in Atlanta insurtech startups?"}, {"text": "The most important one is TTV Capital. It's headquartered in Atlanta and explicitly specializes in fintech", "engine": "chatgpt", "q": "As an investor looking for Atlanta fintech deal flow, which organizations should I know?"}, {"text": "reach out to TTV Capital if you're payments/banking-infrastructure specifically, since that's their whole thesis", "engine": "claude", "q": "Atlanta is known for payments. What support exists specifically for a fintech startup there?"}, {"text": "one of the longest-running fintech-only funds in the Southeast, known for early conviction on companies like Greenlight", "engine": "claude", "q": "As an investor looking for Atlanta fintech deal flow, which organizations should I know?"}], "passed": [{"strength": "cautioned", "q": "I have an Atlanta B2B SaaS company at $40k MRR. Which local investors should be on my raise list?", "qid": "atli_006", "family": "capital_path", "ev": "TTV Capital — great firm, but fintech-infrastructure-specific; only relevant if you're in that vertical.", "char": "Good firm but fintech-infrastructure-specific, so likely irrelevant here", "engine": "claude", "instead": ["Atlanta Technology Angels"]}, {"strength": "cautioned", "q": "Who in Atlanta writes the first institutional check for a hardware or deep tech company?", "qid": "atli_009", "family": "capital_path", "ev": "Atlanta's VC scene (TechSquare Ventures, TTV Capital, Panoramic Ventures, Overline Ventures) skews heavily toward B2B software and fintech rather than hardware", "char": "Local fund whose focus skews software/fintech rather than hardware", "engine": "claude", "instead": ["BIP Ventures", "Atlanta Seed Company"]}, {"strength": "cautioned", "q": "Which Atlanta investors actually take cold inbound from founders they have never met?", "qid": "atli_013", "family": "capital_path", "ev": "The rest of the well-known local stack — TechSquare Ventures, TTV Capital, Panoramic Ventures, Overline Ventures, Knoll Ventures, Atlanta Seed Company", "char": "Leads early rounds but generally reached through warm intros, not cold email", "engine": "claude", "instead": ["Atlanta Ventures", "Valor Ventures"]}, {"strength": "listed", "q": "Who actually leads seed rounds for Atlanta software startups?", "qid": "atli_001", "family": "capital_path", "ev": "TTV Capital High if fintech Fintech/software infrastructure", "char": "Strong lead candidate if the company is fintech or software infrastructure", "engine": "chatgpt", "instead": ["Overline", "Tech Square Ventures"]}, {"strength": "listed", "q": "Which Atlanta funds write pre-seed checks under $500k?", "qid": "atli_005", "family": "capital_path", "ev": "TTV Capital range starts ~$250k Pre-seed-A Fintech", "char": "Fintech fund whose range starts around $250k at pre-seed through Series A", "engine": "chatgpt", "instead": ["Overline"]}, {"strength": "listed", "q": "I have an Atlanta B2B SaaS company at $40k MRR. Which local investors should be on my raise list?", "qid": "atli_006", "family": "capital_path", "ev": "TTV Capital should move way up the list if your SaaS touches fintech, payments, banking", "char": "Conditional add; moves up sharply if the SaaS touches fintech or payments", "engine": "chatgpt", "instead": ["Tech Square Ventures"]}, {"strength": "listed", "q": "Compare the main early-stage venture funds based in Atlanta by stage and check size.", "qid": "atli_011", "family": "capital_path", "ev": "For fintech, move TTV dramatically upward.", "char": "Fintech specialist with exploratory pre-revenue checks; check range undisclosed", "engine": "chatgpt", "instead": ["Overline"]}, {"strength": "mentioned", "q": "Which Atlanta investors actually take cold inbound from founders they have never met?", "qid": "atli_013", "family": "capital_path", "ev": "investors including Overline, Tech Square Ventures, Noro-Moseley, Silicon Road, TTV and others", "char": "Listed among investors reading Venture Atlanta applications", "engine": "chatgpt", "instead": ["Overline", "Valor Ventures"]}, {"strength": "listed", "q": "Who should an Atlanta founder talk to before their first raise?", "qid": "atli_022", "family": "capital_path", "ev": "Atlanta has firms such as Atlanta Ventures, Tech Square Ventures, Valor Ventures and, for fintech, TTV Capital.", "char": "Suggested for fintech founders seeking investor calibration", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "Atlanta is known for payments. What support exists specifically for a fintech startup there?", "qid": "atli_076", "family": "sector", "ev": "TTV Capital is especially notable because it's an Atlanta-based VC focused specifically on early-stage fintech.", "char": "Atlanta VC focused specifically on early-stage fintech", "engine": "chatgpt", "instead": ["ATDC"]}], "own_pages": [{"url": "https://ttvcapital.com/", "answers": 6}, {"url": "https://ttvcapital.com/about", "answers": 3}, {"url": "https://ttvcapital.com/portfolio", "answers": 1}], "q_named": 28, "q_total": 190, "cite_split": {"cited": [7, 2], "uncited": [45, 4]}, "type_label": "Venture fund (fintech)", "best_for": [{"id": "angel_investor", "label": "I'm an angel investor", "rec": 4}, {"id": "seed_founder_raising", "label": "I'm raising a pre-seed or seed round", "rec": 2}], "described": ["Strong lead candidate if the company is fintech or software infrastructure", "Fintech fund whose range starts around $250k at pre-seed through Series A", "Conditional add; moves up sharply if the SaaS touches fintech or payments", "Fintech specialist with exploratory pre-revenue checks; check range undisclosed"], "fit_notes": ["Good firm but fintech-infrastructure-specific, so likely irrelevant here", "Local fund whose focus skews software/fintech rather than hardware", "Leads early rounds but generally reached through warm intros, not cold email"], "rec_rank": 24, "website": "https://ttvcapital.com", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who TTV Capital is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name TTV Capital in 52 of 760 answers, and the engines pick it in 6. When they pass it over, they usually give a reason, and 3 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://ttvcapital.com/about. The engines cited it in 3 of the answers that name TTV Capital.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Good firm but fintech-infrastructure-specific, so likely irrelevant here.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who TTV Capital is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["I have an Atlanta B2B SaaS company at $40k MRR. Which local investors should be on my raise list?", "Who in Atlanta writes the first institutional check for a hardware or deep tech company?", "Which Atlanta investors actually take cold inbound from founders they have never met?"], "words": [{"text": "TTV Capital — great firm, but fintech-infrastructure-specific; only relevant if you're in that vertical.", "engine": "Claude", "q": "I have an Atlanta B2B SaaS company at $40k MRR. Which local investors should be on my raise list?"}, {"text": "Atlanta's VC scene (TechSquare Ventures, TTV Capital, Panoramic Ventures, Overline Ventures) skews heavily toward B2B software and fintech rather than hardware", "engine": "Claude", "q": "Who in Atlanta writes the first institutional check for a hardware or deep tech company?"}, {"text": "The rest of the well-known local stack — TechSquare Ventures, TTV Capital, Panoramic Ventures, Overline Ventures, Knoll Ventures, Atlanta Seed Company", "engine": "Claude", "q": "Which Atlanta investors actually take cold inbound from founders they have never met?"}], "page": "https://ttvcapital.com/about", "check": "In December we ask the same questions again. On these questions, watch whether the engines describe TTV Capital the way this page does.", "n": 1, "id": "ttv-capital-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders TTV Capital can't take to Atlanta Technology Angels and BIP Ventures", "who": "Program or fund lead", "time": "10 min", "why": "In the answers where the engines turned founders away from TTV Capital for fit, they sent them to Atlanta Technology Angels and BIP Ventures instead. A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let Atlanta Technology Angels know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for TTV Capital? Atlanta Technology Angels and BIP Ventures are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "Atlanta Technology Angels", "slug": "atlanta-technology-angels", "answers": 1}, {"name": "BIP Ventures", "slug": "bip-ventures", "answers": 1}], "questions": ["I have an Atlanta B2B SaaS company at $40k MRR. Which local investors should be on my raise list?", "Who in Atlanta writes the first institutional check for a hardware or deep tech company?", "Which Atlanta investors actually take cold inbound from founders they have never met?", "Who actually leads seed rounds for Atlanta software startups?", "Which Atlanta funds write pre-seed checks under $500k?"], "words": [], "check": "In December, watch the answers that turn founders away from TTV Capital: do they name an Atlanta option next?", "n": 2, "id": "ttv-capital-referral-2", "status": "open"}, {"kind": "shared", "title": "Help write “Who leads Series A rounds in Atlanta”", "shared_page": 3, "who": "Leadership, with whoever holds the numbers", "time": "1 hr", "why": "Only 1 of 24 answers about the gap between seed and Series A recommends one of the organizations we track. Atlanta funds that do lead A rounds are not on the record the engines read.", "helps": "PursueATL writes and maintains the page. You add what only you know, and it links back to you.", "steps": ["What the page will hold: A running record of Series A rounds led by Atlanta funds: company, lead, amount, date. Confirmed by the funds.", "PursueATL sends a draft. You check your part, correct it, and add the one or two facts only you can confirm.", "Link to the page from yours once it is live."], "questions": [], "words": [], "check": "The re-measure checks the questions this page is written for.", "n": 3, "id": "ttv-capital-shared-3", "status": "open"}, {"kind": "verify", "title": "Check TTV Capital's row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. That's it."], "questions": [], "words": [], "check": "The re-measure checks whether the engines describe your terms correctly.", "n": 4, "id": "ttv-capital-verify-4", "status": "open"}], "cited_with": [{"d": "ventureatlanta.org", "n": 17, "own": false}, {"d": "openvc.app", "n": 17, "own": false}, {"d": "atdc.org", "n": 13, "own": false}, {"d": "startupintros.com", "n": 10, "own": false}, {"d": "atlantaventures.com", "n": 10, "own": false}, {"d": "atlantatechvillage.com", "n": 9, "own": false}], "by_engine": {"chatgpt": [190, 14, 2], "claude": [190, 17, 2], "gemini": [190, 8, 1], "perplexity": [190, 13, 1]}}, {"id": "city_of_atlanta", "slug": "city-of-atlanta", "name": "City of Atlanta", "type": "agency", "n": 760, "named": 49, "rec": 6, "named_pct": 6.4, "rec_pct": 0.8, "families": [{"id": "public_sector", "label": "City and state support", "named": 23, "rec": 6}, {"id": "front_door", "label": "Where to start", "named": 7, "rec": 0}, {"id": "inclusion", "label": "Underrepresented founders", "named": 6, "rec": 0}, {"id": "university_pipeline", "label": "Universities and students", "named": 4, "rec": 0}, {"id": "program_selection", "label": "Choosing a program", "named": 3, "rec": 0}, {"id": "sector", "label": "Sector fit", "named": 3, "rec": 0}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 3, "rec": 0}], "instead": [{"name": "ATDC", "slug": "atdc", "answers": 12}, {"name": "Georgia Tech", "slug": "georgia-tech", "answers": 4}, {"name": "Invest Atlanta", "slug": "invest-atlanta", "answers": 4}, {"name": "Curiosity Lab at Peachtree Corners", "slug": "curiosity-lab-at-peachtree-corners", "answers": 4}], "own_site_cited": 22, "quotes": [{"text": "The main starting point is the City of Atlanta Office of Contract Compliance (OCC).", "engine": "chatgpt", "q": "I own a minority-owned tech business in Atlanta. What city and state programs exist for me?"}, {"text": "Permits, licensing, zoning — City of Atlanta", "engine": "claude", "q": "Which city or state offices in Atlanta help a startup with permits, space or funding?"}, {"text": "Supplier registration plus EBO/SBO with the city, and GMSDC certification", "engine": "claude", "q": "I own a minority-owned tech business in Atlanta. What city and state programs exist for me?"}, {"text": "the most useful public offices are the City of Atlanta’s business-license/zoning teams for permits", "engine": "perplexity", "q": "Which city or state offices in Atlanta help a startup with permits, space or funding?"}], "passed": [{"strength": "cautioned", "q": "Where can I test autonomous vehicle or smart city technology in Georgia?", "qid": "atlp_027", "family": "public_sector", "ev": "Access here runs through the city and Georgia Tech rather than an open-door program... Worth verifying its current state", "char": "Owner of the North Avenue corridor; access is research-partnership only and status uncertain", "engine": "claude", "instead": ["Curiosity Lab at Peachtree Corners"]}, {"strength": "cautioned", "q": "Which local governments in metro Atlanta pilot products from startups, and who do I contact?", "qid": "atlp_028", "family": "public_sector", "ev": "the honest read is that Atlanta is harder to pilot with than its national reputation suggests", "char": "Procurement-led and harder to pilot with than its reputation suggests since SmartATL leadership turnover", "engine": "claude", "instead": ["Curiosity Lab at Peachtree Corners"]}, {"strength": "cautioned", "q": "Is there free or subsidized office space for startups from the city or the state in Atlanta?", "qid": "atlp_035", "family": "public_sector", "ev": "The City of Atlanta side is thinner than you'd hope.", "char": "City offers thinner space support; money goes to loans instead", "engine": "claude", "instead": ["ATDC"]}, {"strength": "cautioned", "q": "Is there free or subsidized office space for startups from the city or the state in Atlanta?", "qid": "atlp_035", "family": "public_sector", "ev": "the City's programs are better thought of as ways to finance space rather than free space itself", "char": "Startup Growth Loan Program finances commercial space but provides no free city-owned office", "engine": "perplexity", "instead": ["ATDC"]}, {"strength": "mentioned", "q": "Where does someone starting a company in Atlanta go first?", "qid": "atli_059", "family": "front_door", "ev": "The City of Atlanta actually puts business planning and business assistance at the beginning of its startup roadmap.", "char": "Publishes a startup roadmap and requires a business license inside city limits", "engine": "chatgpt", "instead": ["University of Georgia"]}, {"strength": "mentioned", "q": "Startup programs in Atlanta for someone in their forties leaving a corporate career", "qid": "atli_048", "family": "program_selection", "ev": "As the official economic development authority for the City of Atlanta", "char": "Municipality for which Invest Atlanta serves as economic development authority", "engine": "claude", "instead": ["ATDC"]}, {"strength": "listed", "q": "What does a non-technical person in Atlanta with a business idea do first?", "qid": "atli_075", "family": "front_door", "ev": "apply for a City of Atlanta occupational license", "char": "Issues the occupational license founders must apply for", "engine": "gemini", "instead": ["University of Georgia"]}, {"strength": "listed", "q": "How would you describe Atlanta's startup ecosystem, and which organizations anchor it?", "qid": "atli_141", "family": "ecosystem_shape", "ev": "The municipal task force focused on scaling the city’s tech footprint, driving inclusive funding programs (such as LIFT)", "char": "Municipal task force driving inclusive funding and civic tech initiatives", "engine": "gemini", "instead": ["Georgia Tech", "ATDC"]}, {"strength": "mentioned", "q": "Who are the most important people and organizations in Atlanta tech?", "qid": "atli_144", "family": "ecosystem_shape", "ev": "Donnie Beamer Senior Tech Advisor, City of Atlanta Leads the Mayor's Office of Technology and Innovation (OTI)", "char": "Mayor's Office of Technology and Innovation, cited via its senior tech advisor", "engine": "gemini", "instead": ["ATDC"]}, {"strength": "mentioned", "q": "Which Atlanta programs are built for Black or Latino founders, and which are open to everyone?", "qid": "atli_049", "family": "program_selection", "ev": "it is a City of Atlanta/Invest Atlanta-backed women-founder accelerator", "char": "Named as public backer of the women-founder accelerator", "engine": "perplexity", "instead": ["Russell Innovation Center for Entrepreneurs"]}], "own_pages": [{"url": "https://www.atlantaga.gov/doing-business/grants-loans-incentives", "answers": 7}, {"url": "https://www.atlantaga.gov/government/mayor-s-office/executive-offices/office-of-technology-and-innovation/atlanta-startup-growth-loan-program", "answers": 6}, {"url": "https://www.atlantaga.gov/doing-business/how-to-start-your-own-business", "answers": 3}, {"url": "https://www.atlantaga.gov/doing-business/licenses-permits", "answers": 2}, {"url": "https://www.atlantaga.gov/government/departments/city-planning/economic-development/small-business-support", "answers": 2}, {"url": "https://www.atlantaga.gov/government/mayor-s-office/executive-offices/office-of-innovation-delivery-and-performance", "answers": 2}], "q_named": 29, "q_total": 190, "cite_split": {"cited": [22, 6], "uncited": [27, 0]}, "type_label": "City government", "best_for": [{"id": "minority_business_owner", "label": "I own a minority-owned tech business", "rec": 3}, {"id": "incentive_seeker", "label": "I'm looking for grants or credits", "rec": 2}, {"id": "govtech_founder", "label": "I sell to, or pilot with, government", "rec": 1}], "described": ["Runs time-boxed youth entrepreneurship accelerator tied to World Cup; cycle closed", "City portal for the occupational tax certificate business license", "Issues the occupational license founders must apply for", "City office backing media, STEAM and tech programming in economic growth strategy"], "fit_notes": ["Owner of the North Avenue corridor; access is research-partnership only and status uncertain", "Procurement-led and harder to pilot with than its reputation suggests since SmartATL leadership turnover", "City offers thinner space support; money goes to loans instead"], "rec_rank": 25, "website": "https://www.atlantaga.gov", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who City of Atlanta is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name City of Atlanta in 49 of 760 answers, and the engines pick it in 6. When they pass it over, they usually give a reason, and 4 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://www.atlantaga.gov/doing-business/grants-loans-incentives. The engines cited it in 7 of the answers that name City of Atlanta, more than any other page on your site.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Owner of the North Avenue corridor; access is research-partnership only and status uncertain.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who City of Atlanta is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Where can I test autonomous vehicle or smart city technology in Georgia?", "Which local governments in metro Atlanta pilot products from startups, and who do I contact?", "Is there free or subsidized office space for startups from the city or the state in Atlanta?"], "words": [{"text": "Access here runs through the city and Georgia Tech rather than an open-door program... Worth verifying its current state", "engine": "Claude", "q": "Where can I test autonomous vehicle or smart city technology in Georgia?"}, {"text": "the honest read is that Atlanta is harder to pilot with than its national reputation suggests", "engine": "Claude", "q": "Which local governments in metro Atlanta pilot products from startups, and who do I contact?"}, {"text": "The City of Atlanta side is thinner than you'd hope.", "engine": "Claude", "q": "Is there free or subsidized office space for startups from the city or the state in Atlanta?"}], "page": "https://www.atlantaga.gov/doing-business/grants-loans-incentives", "check": "In December we ask the same questions again. On these questions, watch whether the engines describe City of Atlanta the way this page does.", "n": 1, "id": "city-of-atlanta-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders City of Atlanta can't take to Curiosity Lab at Peachtree Corners and ATDC", "who": "Program or fund lead", "time": "10 min", "why": "In the answers where the engines turned founders away from City of Atlanta for fit, they sent them to Curiosity Lab at Peachtree Corners and ATDC instead. A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let Curiosity Lab at Peachtree Corners know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for City of Atlanta? Curiosity Lab at Peachtree Corners and ATDC are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "Curiosity Lab at Peachtree Corners", "slug": "curiosity-lab-at-peachtree-corners", "answers": 2}, {"name": "ATDC", "slug": "atdc", "answers": 2}], "questions": ["Where can I test autonomous vehicle or smart city technology in Georgia?", "Which local governments in metro Atlanta pilot products from startups, and who do I contact?", "Is there free or subsidized office space for startups from the city or the state in Atlanta?", "Where does someone starting a company in Atlanta go first?", "Startup programs in Atlanta for someone in their forties leaving a corporate career"], "words": [], "check": "In December, watch the answers that turn founders away from City of Atlanta: do they name an Atlanta option next?", "n": 2, "id": "city-of-atlanta-referral-2", "status": "open"}], "cited_with": [{"d": "atlantaga.gov", "n": 22, "own": true}, {"d": "atdc.org", "n": 20, "own": false}, {"d": "investatlanta.com", "n": 18, "own": false}, {"d": "guide.startupatlanta.com", "n": 14, "own": false}, {"d": "georgia.org", "n": 9, "own": false}, {"d": "ventureatlanta.org", "n": 7, "own": false}], "by_engine": {"chatgpt": [190, 6, 1], "claude": [190, 14, 2], "gemini": [190, 15, 0], "perplexity": [190, 14, 3]}}, {"id": "tech_north_atlanta", "slug": "tech-north-atlanta", "name": "Tech North Atlanta", "type": "association", "n": 760, "named": 31, "rec": 6, "named_pct": 4.1, "rec_pct": 0.8, "families": [{"id": "space_community", "label": "Space and community", "named": 10, "rec": 1}, {"id": "program_selection", "label": "Choosing a program", "named": 6, "rec": 4}, {"id": "public_sector", "label": "City and state support", "named": 6, "rec": 1}, {"id": "front_door", "label": "Where to start", "named": 3, "rec": 0}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 2, "rec": 0}, {"id": "capital_path", "label": "Raising money", "named": 2, "rec": 0}, {"id": "talent", "label": "Hiring and cofounders", "named": 2, "rec": 0}], "instead": [{"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 10}, {"name": "ATDC", "slug": "atdc", "answers": 5}, {"name": "Curiosity Lab at Peachtree Corners", "slug": "curiosity-lab-at-peachtree-corners", "answers": 3}, {"name": "Georgia Tech", "slug": "georgia-tech", "answers": 2}], "own_site_cited": 8, "quotes": [{"text": "I'd investigate both but prioritize Tech North Atlanta ... my first four applications/inquiries would be Tech North Atlanta →", "engine": "chatgpt", "q": "Which metro Atlanta suburbs have their own startup incubators worth applying to?"}, {"text": "Tech North Atlanta is the clearest match. Their mentor roster explicitly highlights exit track records", "engine": "claude", "q": "Which Atlanta programs include real mentorship from operators who have actually exited a company?"}, {"text": "This is the more established of the two Alpharetta options.", "engine": "claude", "q": "Which metro Atlanta suburbs have their own startup incubators worth applying to?"}, {"text": "It's the closest thing the north metro has to a dedicated startup home base.", "engine": "claude", "q": "Where do Atlanta founders on the north side of the metro work?"}], "passed": [{"strength": "listed", "q": "Free or low-cost startup programs in metro Atlanta", "qid": "atli_035", "family": "program_selection", "ev": "useful if you're in Alpharetta/North Fulton", "char": "Alpharetta/North Fulton free meetups and ATDC-related programming", "engine": "chatgpt", "instead": ["University of Georgia"]}, {"strength": "listed", "q": "Which Atlanta workspaces come with a real founder community rather than just desks?", "qid": "atli_099", "family": "space_community", "ev": "Tech North Atlanta's startup incubator is also worth serious consideration.", "char": "Alpharetta incubator with meetups, workshops, mentoring; hot desks from $219/month", "engine": "chatgpt", "instead": ["Atlanta Tech Village", "ATDC", "The Gathering Spot"]}, {"strength": "listed", "q": "Where do Atlanta founders on the north side of the metro work?", "qid": "atli_101", "family": "space_community", "ev": "The area has a strong technology-business base, including organizations like Tech Alpharetta", "char": "Organization anchoring the Alpharetta north-side technology business base", "engine": "chatgpt", "instead": ["Atlanta Tech Village"]}, {"strength": "listed", "q": "Who are the most important people and organizations in Atlanta tech?", "qid": "atli_144", "family": "ecosystem_shape", "ev": "Nonprofits like Tech North Atlanta, which just launched its first awards program, are expanding the ecosystem", "char": "Nonprofit expanding the ecosystem into the broader metro; launched first awards program", "engine": "claude", "instead": ["Georgia Tech"]}, {"strength": "listed", "q": "Where do Atlanta's most active angel investors spend their time?", "qid": "atli_026", "family": "capital_path", "ev": "A key suburban hub in the North Metro area where tech executives and local accredited investors meet", "char": "North metro suburban hub where execs and accredited investors meet around B2B software", "engine": "gemini", "instead": ["Atlanta Tech Village"]}, {"strength": "listed", "q": "Atlanta cofounder matching events or programs", "qid": "atli_113", "family": "talent", "ev": "Tech North Atlanta Founder Workshops: Specialized sessions covering early startup structure, equity splitting, and early team hiring", "char": "Runs founder workshops on equity splits and team formation bringing technical and business founders together", "engine": "gemini", "instead": ["Atlanta Tech Village"]}, {"strength": "listed", "q": "Where do Atlanta's most active angel investors spend their time?", "qid": "atli_026", "family": "capital_path", "ev": "Tech North Atlanta/Tech Alpharetta offers startup programming, mentoring, investor connections, and on-site events.", "char": "North Fulton hub with mentoring and investor connections for B2B/enterprise founders", "engine": "perplexity", "instead": ["ATDC", "Atlanta Tech Village", "Venture Atlanta"]}, {"strength": "listed", "q": "I moved to Atlanta from the Bay Area. Who should I meet in my first month?", "qid": "atli_065", "family": "front_door", "ev": "If you are in North Atlanta or Alpharetta, Tech North Atlanta focuses on connecting startups, mid-market and enterprise companies, and tech talent", "char": "For those in North Atlanta/Alpharetta; connects startups, companies and talent via programs and incubator", "engine": "perplexity", "instead": ["Atlanta Tech Village"]}, {"strength": "listed", "q": "My cofounder and I are both new to Atlanta and know nobody here. What is the fastest way in?", "qid": "atli_068", "family": "front_door", "ev": "If you are north of town or targeting that corridor, include Tech North Atlanta/Alpharetta.", "char": "Include if based in or targeting the northern corridor", "engine": "perplexity", "instead": ["Atlanta Tech Village", "ATDC"]}, {"strength": "listed", "q": "Where do Atlanta founders on the north side of the metro work?", "qid": "atli_101", "family": "space_community", "ev": "Structured incubator support rather than only a desk or office. One caveat: its site says its events and programs are virtual", "char": "Alpharetta incubator and north-metro tech community catalyst; caveat about outdated virtual-event notice", "engine": "perplexity", "instead": ["Atlanta Tech Village"]}], "own_pages": [{"url": "https://technorthatlanta.org/startups", "answers": 5}, {"url": "https://technorthatlanta.org/", "answers": 2}, {"url": "https://technorthatlanta.org/startups/mentors", "answers": 2}, {"url": "https://technorthatlanta.org/coollab-home", "answers": 1}, {"url": "https://technorthatlanta.org/home-page/how-to-join", "answers": 1}, {"url": "https://technorthatlanta.org/tech-north-atlanta-debuts-awards-program-to-spotlight-innovation-and-growth", "answers": 1}], "q_named": 20, "q_total": 190, "cite_split": {"cited": [8, 2], "uncited": [23, 4]}, "type_label": "Association", "best_for": [{"id": "idea_stage_founder", "label": "I have an idea and no network yet", "rec": 4}, {"id": "seed_founder_raising", "label": "I'm raising a pre-seed or seed round", "rec": 1}, {"id": "suburban_founder", "label": "I'm based outside the city limits", "rec": 1}], "described": ["Alpharetta/North Fulton free meetups and ATDC-related programming", "Alpharetta tech incubator at North Point with mentoring, investor connections, ATDC Startup Circle", "Alpharetta incubator with meetups, workshops, mentoring; hot desks from $219/month", "Organization anchoring the Alpharetta north-side technology business base"], "fit_notes": [], "rec_rank": 26, "website": "https://technorthatlanta.org", "full_report": {"visibility_pct": 53.3, "published": "2026-09-06", "title": "technorthatlanta.org AI Visibility Report", "moves_total": 27, "top_moves": [{"rank": 1, "title": "Every page tells machines the organization is still called Tech Alpharetta"}, {"rank": 2, "title": "Sponsorship ROI & CFO Justification Content Hub"}, {"rank": 3, "title": "Membership Value & Dues Comparison Content Hub"}]}, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Tech North Atlanta is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Tech North Atlanta in 31 of 760 answers, and the engines pick it in 6. Where the terms aren't written down, the engines hedge or point elsewhere.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://technorthatlanta.org/startups. The engines cited it in 5 of the answers that name Tech North Atlanta, more than any other page on your site.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Tech North Atlanta is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Free or low-cost startup programs in metro Atlanta", "Which Atlanta workspaces come with a real founder community rather than just desks?", "Where do Atlanta founders on the north side of the metro work?", "Who are the most important people and organizations in Atlanta tech?", "Where do Atlanta's most active angel investors spend their time?"], "words": [{"text": "useful if you're in Alpharetta/North Fulton", "engine": "ChatGPT", "q": "Free or low-cost startup programs in metro Atlanta"}, {"text": "Tech North Atlanta's startup incubator is also worth serious consideration.", "engine": "ChatGPT", "q": "Which Atlanta workspaces come with a real founder community rather than just desks?"}, {"text": "The area has a strong technology-business base, including organizations like Tech Alpharetta", "engine": "ChatGPT", "q": "Where do Atlanta founders on the north side of the metro work?"}], "page": "https://technorthatlanta.org/startups", "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Tech North Atlanta the way this page does.", "n": 1, "id": "tech-north-atlanta-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Tech North Atlanta can't take to Atlanta Tech Village and ATDC", "who": "Program or fund lead", "time": "10 min", "why": "When the engines name Tech North Atlanta but recommend someone else, they most often recommend Atlanta Tech Village (10 answers) and ATDC (5 answers). A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let Atlanta Tech Village know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Tech North Atlanta? Atlanta Tech Village and ATDC are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 10}, {"name": "ATDC", "slug": "atdc", "answers": 5}], "questions": ["Free or low-cost startup programs in metro Atlanta", "Which Atlanta workspaces come with a real founder community rather than just desks?", "Where do Atlanta founders on the north side of the metro work?", "Who are the most important people and organizations in Atlanta tech?", "Where do Atlanta's most active angel investors spend their time?"], "words": [], "check": "In December, watch the answers that turn founders away from Tech North Atlanta: do they name an Atlanta option next?", "n": 2, "id": "tech-north-atlanta-referral-2", "status": "open"}, {"kind": "lists", "title": "Get Tech North Atlanta onto the 5 most-cited Atlanta lists it's missing from", "who": "Marketing or communications lead", "time": "25 min", "why": "When founders ask about Atlanta's ecosystem, the engines lean on a handful of lists far more than on anyone's own site. We read the eight they cite most on September 13, 2026. Tech North Atlanta isn't on these.", "helps": "Every accurate listing makes the whole ecosystem easier for the engines to describe.", "steps": ["Peony: 5 Best Atlanta Startup Accelerators in 2026 (82 answers): https://www.peony.ink/blog/investors-atlanta", "Startup Accelerator List: Accelerators and Incubators in Atlanta (63 answers): https://startupacceleratorlist.com/locations/startup-incubators-in-atlanta", "Failory: Top 17 Accelerators and Incubators in Atlanta (44 answers): https://www.failory.com/startups/atlanta-accelerators-incubators", "Startup Atlanta Guide: Programs (43 citations): https://guide.startupatlanta.com/programs", "Startup Atlanta Guide: Inclusive Innovation (19 citations): https://guide.startupatlanta.com/inclusive-innovation", "Some are short “top five” lists. Ask anyway, and ask to be considered for the next update."], "lists": [{"title": "Peony: 5 Best Atlanta Startup Accelerators in 2026", "url": "https://www.peony.ink/blog/investors-atlanta", "reach": "82 answers"}, {"title": "Startup Accelerator List: Accelerators and Incubators in Atlanta", "url": "https://startupacceleratorlist.com/locations/startup-incubators-in-atlanta", "reach": "63 answers"}, {"title": "Failory: Top 17 Accelerators and Incubators in Atlanta", "url": "https://www.failory.com/startups/atlanta-accelerators-incubators", "reach": "44 answers"}, {"title": "Startup Atlanta Guide: Programs", "url": "https://guide.startupatlanta.com/programs", "reach": "43 citations"}, {"title": "Startup Atlanta Guide: Inclusive Innovation", "url": "https://guide.startupatlanta.com/inclusive-innovation", "reach": "19 citations"}], "copy": {"label": "A note to each editor", "text": "Hi, your page “[list title]” is one of the sources AI assistants cite when founders ask about Atlanta's startup ecosystem. Tech North Atlanta isn't on it yet. Tech North Atlanta [one sentence on who you serve and what founders get]. Details are at [your page]. Glad to send anything you need for your next update. Thank you, [name], Tech North Atlanta"}, "questions": [], "words": [], "check": "We re-read the same lists before the December re-measure and mark what changed.", "n": 3, "id": "tech-north-atlanta-lists-3", "status": "open"}, {"kind": "study", "title": "Start with the first move in Tech North Atlanta's own study", "who": "See each move", "time": "Varies", "why": "Tech North Atlanta's own study asked Tech North Atlanta's buyers' questions and wrote a ranked plan. These are its first moves.", "helps": "The shared plan and your own plan point the same way. These are the moves only you can make.", "steps": ["01 · Every page tells machines the organization is still called Tech Alpharetta", "02 · Sponsorship ROI & CFO Justification Content Hub", "03 · Membership Value & Dues Comparison Content Hub"], "questions": [], "words": [], "check": "Your own study is re-measured on its own questions.", "n": 4, "id": "tech-north-atlanta-study-4", "status": "open"}], "cited_with": [{"d": "atlantatechvillage.com", "n": 11, "own": false}, {"d": "atdc.org", "n": 8, "own": false}, {"d": "technorthatlanta.org", "n": 8, "own": true}, {"d": "linkedin.com", "n": 7, "own": false}, {"d": "ventureatlanta.org", "n": 6, "own": false}, {"d": "hypepotamus.com", "n": 6, "own": false}], "by_engine": {"chatgpt": [190, 6, 1], "claude": [190, 7, 3], "gemini": [190, 8, 1], "perplexity": [190, 10, 1]}}, {"id": "rice", "slug": "russell-innovation-center-for-entrepreneurs", "name": "Russell Innovation Center for Entrepreneurs", "type": "program", "n": 760, "named": 96, "rec": 5, "named_pct": 12.6, "rec_pct": 0.7, "families": [{"id": "front_door", "label": "Where to start", "named": 27, "rec": 0}, {"id": "program_selection", "label": "Choosing a program", "named": 18, "rec": 1}, {"id": "inclusion", "label": "Underrepresented founders", "named": 11, "rec": 4}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 11, "rec": 0}, {"id": "university_pipeline", "label": "Universities and students", "named": 7, "rec": 0}, {"id": "public_sector", "label": "City and state support", "named": 7, "rec": 0}, {"id": "capital_path", "label": "Raising money", "named": 5, "rec": 0}, {"id": "sector", "label": "Sector fit", "named": 5, "rec": 0}, {"id": "space_community", "label": "Space and community", "named": 3, "rec": 0}, {"id": "talent", "label": "Hiring and cofounders", "named": 2, "rec": 0}], "instead": [{"name": "ATDC", "slug": "atdc", "answers": 35}, {"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 19}, {"name": "Georgia Tech", "slug": "georgia-tech", "answers": 11}, {"name": "Georgia Tech CREATE-X", "slug": "georgia-tech-create-x", "answers": 8}], "own_site_cited": 18, "quotes": [{"text": "One of Atlanta’s strongest ecosystems for Black entrepreneurs.", "engine": "chatgpt", "q": "Atlanta accelerators for Black founders"}, {"text": "Probably the most obvious Atlanta home base for Black founders.", "engine": "chatgpt", "q": "Where do Black founders in Atlanta find mentorship from people who have actually exited?"}, {"text": "apply to or attend events at RICE and Goodie Nation first — they're the most accessible entry points", "engine": "claude", "q": "Where do Black founders in Atlanta find mentorship from people who have actually exited?"}, {"text": "Choose RICE if you are a Georgia-based Black business owner looking for broad, long-term operating support", "engine": "perplexity", "q": "Which Atlanta programs are built for Black or Latino founders, and which are open to everyone?"}], "passed": [{"strength": "cautioned", "q": "Where do Atlanta's most active angel investors spend their time?", "qid": "atli_026", "family": "capital_path", "ev": "I would treat both as relationship-building venues, though-not places where you're guaranteed to encounter active angels", "char": "Strong founder/capital programming but not a reliable place to meet active angels", "engine": "chatgpt", "instead": ["Atlanta Tech Village", "Atlanta Technology Angels"]}, {"strength": "cautioned", "q": "Do Atlanta incubators actually help you raise, or is it mostly workshops?", "qid": "atli_038", "family": "program_selection", "ev": "I'd view it more as an entrepreneurial ecosystem and capital-access platform than assume joining automatically produces a fundraising process", "char": "Capital-access platform for Black entrepreneurs; joining won't automatically produce a raise", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "cautioned", "q": "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?", "qid": "atli_127", "family": "inclusion", "ev": "primarily provides founder development, training, and help with fundraising-not a generally advertised direct VC fund", "char": "Founder development and training, not an advertised direct investment fund", "engine": "perplexity", "instead": ["Collab Capital", "Zane Venture Fund"]}, {"strength": "cautioned", "q": "Which Atlanta programs for underrepresented founders lead to actual investment rather than a certificate?", "qid": "atli_136", "family": "inclusion", "ev": "the organization’s core offering is access and support, not a standard, guaranteed investment check for every participant", "char": "Provides capital-access ecosystem and support but no guaranteed check", "engine": "perplexity", "instead": ["Fearless Fund"]}, {"strength": "listed", "q": "Non-dilutive funding options for an early-stage Atlanta startup", "qid": "atli_012", "family": "capital_path", "ev": "Russell Innovation Center for Entrepreneurs is another strong Atlanta resource for business development, capital readiness", "char": "Resource for business development, capital readiness, coaching and connections", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "Compare the main startup incubators and accelerators in metro Atlanta. What is each one actually best at?", "qid": "atli_032", "family": "program_selection", "ev": "5. RICE — best for Black-owned operating businesses", "char": "Best for Black-owned operating businesses seeking contracts and revenue", "engine": "chatgpt", "instead": ["ATDC", "Engage", "Georgia Tech CREATE-X"]}, {"strength": "listed", "q": "Free or low-cost startup programs in metro Atlanta", "qid": "atli_035", "family": "program_selection", "ev": "particularly strong for Black entrepreneurs", "char": "Advising, workshops and no-cost SBA Navigator training for Black entrepreneurs", "engine": "chatgpt", "instead": ["University of Georgia"]}, {"strength": "listed", "q": "Which Atlanta programs are built for revenue-generating companies rather than idea-stage founders?", "qid": "atli_039", "family": "program_selection", "ev": "I'd look at Russell Innovation Center for Entrepreneurs and Invest Atlanta. RICE has growth-stage programming such as its Pacesetters Studio", "char": "Growth-stage programming such as Pacesetters Studio for established scaling businesses", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "Alternatives to an accelerator for an Atlanta founder who does not want to give up equity", "qid": "atli_046", "family": "program_selection", "ev": "For Black founders/business owners: Russell Innovation Center for Entrepreneurs offers an Atlanta entrepreneurship ecosystem", "char": "For Black founders: coaching, connections and capital-access support", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "Startup programs in Atlanta for someone in their forties leaving a corporate career", "qid": "atli_048", "family": "program_selection", "ev": "5. Russell Innovation Center for Entrepreneurs — particularly strong for Black entrepreneurs", "char": "Black-entrepreneur-focused center with Big IDEAS curriculum suited to first-time founders", "engine": "chatgpt", "instead": ["ATDC", "Atlanta Tech Village"]}], "own_pages": [{"url": "https://russellcenter.org/", "answers": 9}, {"url": "https://russellcenter.org/faq", "answers": 3}, {"url": "https://russellcenter.org/about-us", "answers": 3}, {"url": "https://russellcenter.org/big-ideas", "answers": 1}, {"url": "https://russellcenter.org/russell-innovation-center-for-entrepreneurs-2", "answers": 1}, {"url": "https://russellcenter.org/product-development-pathway", "answers": 1}], "q_named": 67, "q_total": 190, "cite_split": {"cited": [18, 1], "uncited": [78, 4]}, "type_label": "Program", "best_for": [{"id": "underrepresented_founder", "label": "I'm an underrepresented founder", "rec": 5}], "described": ["Resource for business development, capital readiness, coaching and connections", "Best for Black-owned operating businesses seeking contracts and revenue", "Advising, workshops and no-cost SBA Navigator training for Black entrepreneurs", "Growth-stage programming such as Pacesetters Studio for established scaling businesses"], "fit_notes": ["Strong founder/capital programming but not a reliable place to meet active angels", "Capital-access platform for Black entrepreneurs; joining won't automatically produce a raise", "Founder development and training, not an advertised direct investment fund"], "rec_rank": 27, "website": "https://russellcenter.org", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Russell Innovation Center for Entrepreneurs is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Russell Innovation Center for Entrepreneurs in 96 of 760 answers, and the engines pick it in 5. When they pass it over, they usually give a reason, and 4 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://russellcenter.org/faq. The engines cited it in 3 of the answers that name Russell Innovation Center for Entrepreneurs.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Strong founder/capital programming but not a reliable place to meet active angels.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Russell Innovation Center for Entrepreneurs is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Where do Atlanta's most active angel investors spend their time?", "Do Atlanta incubators actually help you raise, or is it mostly workshops?", "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?", "Which Atlanta programs for underrepresented founders lead to actual investment rather than a certificate?"], "words": [{"text": "I would treat both as relationship-building venues, though-not places where you're guaranteed to encounter active angels", "engine": "ChatGPT", "q": "Where do Atlanta's most active angel investors spend their time?"}, {"text": "I'd view it more as an entrepreneurial ecosystem and capital-access platform than assume joining automatically produces a fundraising process", "engine": "ChatGPT", "q": "Do Atlanta incubators actually help you raise, or is it mostly workshops?"}, {"text": "primarily provides founder development, training, and help with fundraising-not a generally advertised direct VC fund", "engine": "Perplexity", "q": "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?"}], "page": "https://russellcenter.org/faq", "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Russell Innovation Center for Entrepreneurs the way this page does.", "n": 1, "id": "russell-innovation-center-for-entrepreneurs-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Russell Innovation Center for Entrepreneurs can't take to Atlanta Tech Village and Atlanta Technology Angels", "who": "Program or fund lead", "time": "10 min", "why": "In the answers where the engines turned founders away from Russell Innovation Center for Entrepreneurs for fit, they sent them to Atlanta Tech Village and Atlanta Technology Angels instead. A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let Atlanta Tech Village know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Russell Innovation Center for Entrepreneurs? Atlanta Tech Village and Atlanta Technology Angels are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 1}, {"name": "Atlanta Technology Angels", "slug": "atlanta-technology-angels", "answers": 1}], "questions": ["Where do Atlanta's most active angel investors spend their time?", "Do Atlanta incubators actually help you raise, or is it mostly workshops?", "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?", "Which Atlanta programs for underrepresented founders lead to actual investment rather than a certificate?", "Non-dilutive funding options for an early-stage Atlanta startup"], "words": [], "check": "In December, watch the answers that turn founders away from Russell Innovation Center for Entrepreneurs: do they name an Atlanta option next?", "n": 2, "id": "russell-innovation-center-for-entrepreneurs-referral-2", "status": "open"}, {"kind": "lists", "title": "Get Russell Innovation Center for Entrepreneurs onto the 3 most-cited Atlanta lists it's missing from", "who": "Marketing or communications lead", "time": "15 min", "why": "When founders ask about Atlanta's ecosystem, the engines lean on a handful of lists far more than on anyone's own site. We read the eight they cite most on September 13, 2026. Russell Innovation Center for Entrepreneurs isn't on these.", "helps": "Every accurate listing makes the whole ecosystem easier for the engines to describe.", "steps": ["Peony: 5 Best Atlanta Startup Accelerators in 2026 (82 answers): https://www.peony.ink/blog/investors-atlanta", "Failory: Top 17 Accelerators and Incubators in Atlanta (44 answers): https://www.failory.com/startups/atlanta-accelerators-incubators", "Startup Atlanta Guide: Programs (43 citations): https://guide.startupatlanta.com/programs", "Some are short “top five” lists. Ask anyway, and ask to be considered for the next update."], "lists": [{"title": "Peony: 5 Best Atlanta Startup Accelerators in 2026", "url": "https://www.peony.ink/blog/investors-atlanta", "reach": "82 answers"}, {"title": "Failory: Top 17 Accelerators and Incubators in Atlanta", "url": "https://www.failory.com/startups/atlanta-accelerators-incubators", "reach": "44 answers"}, {"title": "Startup Atlanta Guide: Programs", "url": "https://guide.startupatlanta.com/programs", "reach": "43 citations"}], "copy": {"label": "A note to each editor", "text": "Hi, your page “[list title]” is one of the sources AI assistants cite when founders ask about Atlanta's startup ecosystem. Russell Innovation Center for Entrepreneurs isn't on it yet. Russell Innovation Center for Entrepreneurs [one sentence on who you serve and what founders get]. Details are at [your page]. Glad to send anything you need for your next update. Thank you, [name], Russell Innovation Center for Entrepreneurs"}, "questions": [], "words": [], "check": "We re-read the same lists before the December re-measure and mark what changed.", "n": 3, "id": "russell-innovation-center-for-entrepreneurs-lists-3", "status": "open"}, {"kind": "verify", "title": "Check Russell Innovation Center for Entrepreneurs' row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. That's it."], "questions": [], "words": [], "check": "The re-measure checks whether the engines describe your terms correctly.", "n": 4, "id": "russell-innovation-center-for-entrepreneurs-verify-4", "status": "open"}], "cited_with": [{"d": "atdc.org", "n": 48, "own": false}, {"d": "atlantatechvillage.com", "n": 38, "own": false}, {"d": "ventureatlanta.org", "n": 24, "own": false}, {"d": "guide.startupatlanta.com", "n": 22, "own": false}, {"d": "russellcenter.org", "n": 18, "own": true}, {"d": "investatlanta.com", "n": 15, "own": false}], "by_engine": {"chatgpt": [190, 41, 2], "claude": [190, 9, 1], "gemini": [190, 21, 0], "perplexity": [190, 25, 2]}}, {"id": "metro_atlanta_chamber", "slug": "metro-atlanta-chamber", "name": "Metro Atlanta Chamber", "type": "agency", "n": 760, "named": 43, "rec": 5, "named_pct": 5.7, "rec_pct": 0.7, "families": [{"id": "public_sector", "label": "City and state support", "named": 14, "rec": 5}, {"id": "sector", "label": "Sector fit", "named": 13, "rec": 0}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 5, "rec": 0}, {"id": "inclusion", "label": "Underrepresented founders", "named": 4, "rec": 0}, {"id": "front_door", "label": "Where to start", "named": 3, "rec": 0}, {"id": "program_selection", "label": "Choosing a program", "named": 2, "rec": 0}, {"id": "capital_path", "label": "Raising money", "named": 1, "rec": 0}, {"id": "talent", "label": "Hiring and cofounders", "named": 1, "rec": 0}], "instead": [{"name": "ATDC", "slug": "atdc", "answers": 11}, {"name": "Engage", "slug": "engage", "answers": 8}, {"name": "Startup Atlanta", "slug": "startup-atlanta", "answers": 4}, {"name": "Georgia Department of Economic Development", "slug": "georgia-department-of-economic-development", "answers": 3}], "own_site_cited": 24, "quotes": [{"text": "For an Atlanta-specific landing, bring in the Metro Atlanta Chamber Global Commerce team", "engine": "chatgpt", "q": "We're a European startup opening a US office. Why Atlanta, and which agency helps with the landing?"}, {"text": "Metro Atlanta Chamber — the strongest chamber to investigate first if you're building a venture-scale B2B tech company.", "engine": "chatgpt", "q": "Which Atlanta-area chambers of commerce are worth joining as a tech startup?"}, {"text": "If you want one chamber, make it the Metro Atlanta Chamber.", "engine": "claude", "q": "Which Atlanta-area chambers of commerce are worth joining as a tech startup?"}, {"text": "MAC is the primary regional economic driver connecting major corporate headquarters, venture funds, and growth-stage companies.", "engine": "gemini", "q": "Which Atlanta-area chambers of commerce are worth joining as a tech startup?"}], "passed": [{"strength": "cautioned", "q": "Which Atlanta organizations have actually funded Black women founders, not just featured them?", "qid": "atli_130", "family": "inclusion", "ev": "Metro Atlanta Chamber's RESTORE ATL was one-time pandemic relief grants, not ongoing.", "char": "Its RESTORE ATL was one-time pandemic relief, not ongoing funding", "engine": "claude", "instead": ["Collab Capital"]}, {"strength": "cautioned", "q": "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?", "qid": "atli_127", "family": "inclusion", "ev": "The Metro Atlanta Chamber's RESTORE ATL grants were also COVID-era gap assistance, not a standard startup-finance channel.", "char": "Its RESTORE ATL grants were COVID-era relief, not startup financing", "engine": "perplexity", "instead": ["Collab Capital", "Zane Venture Fund"]}, {"strength": "listed", "q": "Which Atlanta organizations get startups in front of the Fortune 500 companies headquartered there?", "qid": "atli_095", "family": "sector", "ev": "The Metro Atlanta Chamber is particularly useful once you're looking for executive-level corporate ecosystem relationships", "char": "Executive-level corporate relationships; runs Atlanta Growth Collective", "engine": "chatgpt", "instead": ["Engage", "ATDC"]}, {"strength": "listed", "q": "If a Fortune 500 company wanted to plug into Atlanta's startup scene, who would it work with?", "qid": "atli_142", "family": "ecosystem_shape", "ev": "Metro Atlanta Chamber Useful for ecosystem navigation, introductions, and understanding Atlanta’s broader innovation landscape.", "char": "Useful for ecosystem navigation, introductions and understanding the innovation landscape", "engine": "chatgpt", "instead": ["ATDC", "Engage"]}, {"strength": "listed", "q": "Who are the most important people and organizations in Atlanta tech?", "qid": "atli_144", "family": "ecosystem_shape", "ev": "Important for recruiting companies, economic development, and positioning Atlanta as a technology hub.", "char": "Economic development body positioning Atlanta as a tech hub", "engine": "chatgpt", "instead": ["Georgia Tech"]}, {"strength": "listed", "q": "Is there a single organization that helps you navigate Atlanta's startup ecosystem?", "qid": "atli_064", "family": "front_door", "ev": "Metro Atlanta Chamber (MAC) — ... it's a resource for businesses navigating growth and scaling stages", "char": "Chamber-backed resource for growth and scaling; runs InnovATL programming", "engine": "claude", "instead": ["Startup Atlanta"]}, {"strength": "listed", "q": "Which Atlanta startup organizations belong on a new founder's short list, and which can be skipped?", "qid": "atli_074", "family": "front_door", "ev": "More valuable once you're selling into large local enterprises... than in the earliest idea stage.", "char": "Corporate introductions; situational, valuable when selling to large enterprises", "engine": "claude", "instead": ["ATDC", "Atlanta Tech Village"]}, {"strength": "listed", "q": "Which Atlanta organizations support healthtech or digital health startups?", "qid": "atli_077", "family": "sector", "ev": "the Metro Atlanta Chamber's health IT initiatives", "char": "Runs health IT initiatives as part of the broader support network", "engine": "claude", "instead": ["ATDC"]}, {"strength": "listed", "q": "Who backs climate and energy startups in Atlanta?", "qid": "atli_081", "family": "sector", "ev": "Metro Atlanta Chamber's Cleantech initiative — points to Georgia Tech, the Cox Cleantech Accelerator, and Georgia Quick Start as pillars", "char": "Its Cleantech initiative frames the region's end-to-end cleantech support ecosystem", "engine": "claude", "instead": ["Engage", "Venture Atlanta"]}, {"strength": "listed", "q": "Which Atlanta organizations connect startups to the banks and payment processors headquartered there?", "qid": "atli_083", "family": "sector", "ev": "Metro Atlanta Chamber (MAC) — ... promotes the fintech cluster and helps connect newcomers to the corporate ecosystem", "char": "Regional chamber promoting the fintech cluster and connecting newcomers to corporates", "engine": "claude", "instead": ["ATDC", "Technology Association of Georgia"]}], "own_pages": [{"url": "https://metroatlantachamber.com/built-for-business/innovation", "answers": 13}, {"url": "https://metroatlantachamber.com/", "answers": 6}, {"url": "https://metroatlantachamber.com/atlanta-growth-collective", "answers": 4}, {"url": "https://metroatlantachamber.com/built-for-business", "answers": 3}, {"url": "https://metroatlantachamber.com/international-investment", "answers": 2}, {"url": "https://metroatlantachamber.com/built-for-business/key-industries/cleantech", "answers": 1}], "q_named": 25, "q_total": 190, "cite_split": {"cited": [24, 4], "uncited": [19, 1]}, "type_label": "Public agency", "best_for": [{"id": "suburban_founder", "label": "I'm based outside the city limits", "rec": 3}, {"id": "international_entrant", "label": "We're a foreign startup opening a US office", "rec": 2}], "described": ["Executive-level corporate relationships; runs Atlanta Growth Collective", "Useful for ecosystem navigation, introductions and understanding the innovation landscape", "Economic development body positioning Atlanta as a tech hub", "Has run grant programs like RESTORE ATL for underrepresented founders"], "fit_notes": ["Its RESTORE ATL was one-time pandemic relief, not ongoing funding", "Its RESTORE ATL grants were COVID-era relief, not startup financing"], "rec_rank": 28, "website": "https://metroatlantachamber.com", "full_report": null, "moves": [{"kind": "shared", "title": "Help write “Atlanta tech growth, 2026”", "shared_page": 2, "who": "Leadership, with whoever holds the numbers", "time": "1 hr", "why": "None of 40 answers about which hubs are rising recommends Atlanta. The engines credit Austin with momentum far more often, and Austin's growth numbers are published everywhere.", "helps": "PursueATL writes and maintains the page. You add what only you know, and it links back to you.", "steps": ["What the page will hold: Five sourced numbers, dated and refreshed every year: tech jobs added, venture dollars, Series A rounds, exits, engineers moving in.", "PursueATL sends a draft. You check your part, correct it, and add the one or two facts only you can confirm.", "Link to the page from yours once it is live."], "questions": [], "words": [], "check": "The re-measure checks the questions this page is written for.", "n": 1, "id": "metro-atlanta-chamber-shared-1", "status": "open"}, {"kind": "shared", "title": "Help write “Transaction Alley and Atlanta logistics, by the numbers”", "shared_page": 5, "who": "Leadership, with whoever holds the numbers", "time": "1 hr", "why": "Fintech is the reason the engines give most often for naming Atlanta, yet the key fact reaches them secondhand, through a staffing firm's ranking.", "helps": "PursueATL writes and maintains the page. You add what only you know, and it links back to you.", "steps": ["What the page will hold: The Transaction Alley figures with their sources, the payments and logistics companies headquartered here, and the startups selling to them.", "PursueATL sends a draft. You check your part, correct it, and add the one or two facts only you can confirm.", "Link to the page from yours once it is live."], "questions": [], "words": [], "check": "The re-measure checks the questions this page is written for.", "n": 2, "id": "metro-atlanta-chamber-shared-2", "status": "open"}, {"kind": "contribute", "title": "Co-sign the rankings data pack", "who": "Leadership or research lead", "time": "5 min", "why": "Founder questions are the wrong yardstick for the Chamber: it serves the city, not individual founders. Its Fortune 500 and talent data is exactly what the city rankings lack, which makes it a source the engines should be quoting.", "helps": "The engines quote the city's own numbers when someone publishes them where they can read them.", "steps": ["Co-sign the rankings data pack.", "PursueATL drafts everything; your part is the figures and a yes."], "questions": [], "words": [], "check": "The re-measure checks whether the engines start citing these figures.", "n": 3, "id": "metro-atlanta-chamber-contribute-3", "status": "open"}], "cited_with": [{"d": "metroatlantachamber.com", "n": 24, "own": true}, {"d": "atdc.org", "n": 18, "own": false}, {"d": "guide.startupatlanta.com", "n": 13, "own": false}, {"d": "tagonline.org", "n": 9, "own": false}, {"d": "investatlanta.com", "n": 9, "own": false}, {"d": "startupatlanta.com", "n": 7, "own": false}], "by_engine": {"chatgpt": [190, 8, 2], "claude": [190, 14, 1], "gemini": [190, 12, 1], "perplexity": [190, 9, 1]}}, {"id": "fintech_atlanta", "slug": "fintech-atlanta", "name": "FinTech Atlanta", "type": "association", "n": 760, "named": 23, "rec": 5, "named_pct": 3.0, "rec_pct": 0.7, "families": [{"id": "sector", "label": "Sector fit", "named": 16, "rec": 5}, {"id": "program_selection", "label": "Choosing a program", "named": 3, "rec": 0}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 2, "rec": 0}, {"id": "talent", "label": "Hiring and cofounders", "named": 1, "rec": 0}, {"id": "inclusion", "label": "Underrepresented founders", "named": 1, "rec": 0}], "instead": [{"name": "ATDC", "slug": "atdc", "answers": 10}, {"name": "Engage", "slug": "engage", "answers": 2}, {"name": "Technology Association of Georgia", "slug": "technology-association-of-georgia", "answers": 1}, {"name": "Georgia Tech CREATE-X", "slug": "georgia-tech-create-x", "answers": 1}], "own_site_cited": 16, "quotes": [{"text": "Fintech Atlanta\tThe connective tissue of the ecosystem ... Must know", "engine": "chatgpt", "q": "As an investor looking for Atlanta fintech deal flow, which organizations should I know?"}, {"text": "This is probably your first stop for connections.", "engine": "claude", "q": "Atlanta is known for payments. What support exists specifically for a fintech startup there?"}, {"text": "Join or contact FinTech Atlanta for ecosystem mapping and payments-specific advisor introductions.", "engine": "perplexity", "q": "Atlanta is known for payments. What support exists specifically for a fintech startup there?"}, {"text": "For actual introductions to large local payments companies and banks, start with FinTech Atlanta", "engine": "perplexity", "q": "Which Atlanta organizations connect startups to the banks and payment processors headquartered there?"}], "passed": [{"strength": "listed", "q": "Are there Atlanta programs specifically for fintech or payments startups?", "qid": "atli_045", "family": "program_selection", "ev": "Fintech Atlanta — not a traditional accelerator, but potentially extremely useful for a payments company.", "char": "Not an accelerator but connects founders to executives and enterprise buyers", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "Atlanta is known for payments. What support exists specifically for a fintech startup there?", "qid": "atli_076", "family": "sector", "ev": "Fintech Atlanta is useful for industry access... I'd... simultaneously plug into FinTech Atlanta", "char": "Ecosystem group linking startups to payments incumbents; Ask an Advisor program", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "Which Atlanta organizations connect startups to the banks and payment processors headquartered there?", "qid": "atli_083", "family": "sector", "ev": "Fintech Atlanta — best ecosystem connector.", "char": "Coalition connecting startups to large Georgia corporate buyers via Run It by the Buyers", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "Which Atlanta groups run sector-specific programming rather than general startup programming?", "qid": "atli_093", "family": "sector", "ev": "Pure vertical organization. Its programming is built around Atlanta's fintech ecosystem", "char": "Pure fintech vertical org connecting startups with corporate buyers", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "Which Atlanta organizations connect startups to the banks and payment processors headquartered there?", "qid": "atli_083", "family": "sector", "ev": "FinTech Atlanta — an industry alliance focused on a FinTech Task Force to help retain and grow the fintech community", "char": "Industry alliance connecting startups, universities and established payments players", "engine": "claude", "instead": ["ATDC", "Technology Association of Georgia"]}, {"strength": "listed", "q": "Which Atlanta organizations get startups in front of the Fortune 500 companies headquartered there?", "qid": "atli_095", "family": "sector", "ev": "FinTech Atlanta — Sector-specific: a coalition of companies ranging from Fortune 500s to startups", "char": "Coalition of Fortune 500s and startups promoting Atlanta as a fintech capital", "engine": "claude", "instead": ["Engage", "ATDC"]}, {"strength": "listed", "q": "Which Atlanta communities are the best place to recruit early employees rather than post a job ad?", "qid": "atli_125", "family": "talent", "ev": "the alumni networks from these companies (and meetups like Atlanta Fintech) are a goldmine", "char": "Fintech meetup network useful for finding payments-domain talent", "engine": "claude", "instead": ["Georgia Tech CREATE-X", "Atlanta Tech Village"]}, {"strength": "listed", "q": "Atlanta is known for payments. What support exists specifically for a fintech startup there?", "qid": "atli_076", "family": "sector", "ev": "FinTech Atlanta: A regional leadership coalition that runs the Ask an Advisor (A3) program, matching early-stage founders with senior fintech executives", "char": "Regional coalition running the Ask an Advisor executive mentorship program", "engine": "gemini", "instead": ["ATDC"]}, {"strength": "listed", "q": "As an investor looking for Atlanta fintech deal flow, which organizations should I know?", "qid": "atli_091", "family": "sector", "ev": "Programs like Ask An Advisor and Run it by the Buyers connect early-stage deal flow directly with institutional capital", "char": "Industry coalition whose programs connect early-stage deal flow to capital", "engine": "gemini", "instead": ["TTV Capital"]}, {"strength": "listed", "q": "Which Atlanta organizations get startups in front of the Fortune 500 companies headquartered there?", "qid": "atli_095", "family": "sector", "ev": "It works to drive adoption and commercial pilots between enterprise financial hubs and local financial tech startups", "char": "Coalition driving commercial pilots between financial corporations and fintech startups", "engine": "gemini", "instead": ["Engage"]}], "own_pages": [{"url": "https://fintechatlanta.org/", "answers": 15}, {"url": "https://fintechatlanta.org/resources", "answers": 4}, {"url": "https://fintechatlanta.org/resources/for/partners", "answers": 1}, {"url": "https://fintechatlanta.org/resources/for/accelerators-and-incubators", "answers": 1}, {"url": "https://fintechatlanta.org/resources/for/venturecapital", "answers": 1}, {"url": "https://fintechatlanta.org/run-it-by-the-buyers", "answers": 1}], "q_named": 10, "q_total": 190, "cite_split": {"cited": [16, 5], "uncited": [7, 0]}, "type_label": "Industry coalition", "best_for": [{"id": "seed_founder_raising", "label": "I'm raising a pre-seed or seed round", "rec": 3}, {"id": "angel_investor", "label": "I'm an angel investor", "rec": 2}], "described": ["Not an accelerator but connects founders to executives and enterprise buyers", "Ecosystem group linking startups to payments incumbents; Ask an Advisor program", "Coalition connecting startups to large Georgia corporate buyers via Run It by the Buyers", "Must-know connective tissue; 'Run it by the Buyers' links fintechs to corporates"], "fit_notes": [], "rec_rank": 29, "website": "https://fintechatlanta.org", "full_report": null, "moves": [{"kind": "shared", "title": "Help write “Transaction Alley and Atlanta logistics, by the numbers”", "shared_page": 5, "who": "Leadership, with whoever holds the numbers", "time": "1 hr", "why": "Fintech is the reason the engines give most often for naming Atlanta, yet the key fact reaches them secondhand, through a staffing firm's ranking.", "helps": "PursueATL writes and maintains the page. You add what only you know, and it links back to you.", "steps": ["What the page will hold: The Transaction Alley figures with their sources, the payments and logistics companies headquartered here, and the startups selling to them.", "PursueATL sends a draft. You check your part, correct it, and add the one or two facts only you can confirm.", "Link to the page from yours once it is live."], "questions": [], "words": [], "check": "The re-measure checks the questions this page is written for.", "n": 1, "id": "fintech-atlanta-shared-1", "status": "open"}], "cited_with": [{"d": "atdc.org", "n": 17, "own": false}, {"d": "fintechatlanta.org", "n": 16, "own": true}, {"d": "hypepotamus.com", "n": 7, "own": false}, {"d": "linkedin.com", "n": 6, "own": false}, {"d": "tagonline.org", "n": 5, "own": false}, {"d": "builtin.com", "n": 5, "own": false}], "by_engine": {"chatgpt": [190, 5, 1], "claude": [190, 6, 1], "gemini": [190, 5, 0], "perplexity": [190, 7, 3]}}, {"id": "hypepotamus", "slug": "hypepotamus", "name": "Hypepotamus", "type": "media", "n": 760, "named": 16, "rec": 5, "named_pct": 2.1, "rec_pct": 0.7, "families": [{"id": "front_door", "label": "Where to start", "named": 6, "rec": 4}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 3, "rec": 0}, {"id": "capital_path", "label": "Raising money", "named": 2, "rec": 0}, {"id": "space_community", "label": "Space and community", "named": 2, "rec": 0}, {"id": "sector", "label": "Sector fit", "named": 1, "rec": 0}, {"id": "program_selection", "label": "Choosing a program", "named": 1, "rec": 0}, {"id": "talent", "label": "Hiring and cofounders", "named": 1, "rec": 1}], "instead": [{"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 3}, {"name": "ATDC", "slug": "atdc", "answers": 2}, {"name": "Atlanta Technology Angels", "slug": "atlanta-technology-angels", "answers": 1}], "own_site_cited": 14, "quotes": [{"text": "If you want one resource to keep up with Atlanta startups, I’d pick Hypepotamus.", "engine": "chatgpt", "q": "What is the best newsletter, directory or resource for keeping up with Atlanta startups?"}, {"text": "start with Hypepotamus for day-to-day news", "engine": "claude", "q": "What is the best newsletter, directory or resource for keeping up with Atlanta startups?"}, {"text": "The premier overall source for tracking Atlanta startup news and venture deals is Hypepotamus", "engine": "gemini", "q": "What is the best newsletter, directory or resource for keeping up with Atlanta startups?"}, {"text": "The single best newsletter for following Atlanta startups is Hypepotamus.", "engine": "perplexity", "q": "What is the best newsletter, directory or resource for keeping up with Atlanta startups?"}], "passed": [{"strength": "listed", "q": "Atlanta angel groups that fund pre-revenue software companies", "qid": "atli_007", "family": "capital_path", "ev": "Hypepotamus is the best single source for Atlanta deal-flow coverage", "char": "Recommended as the best single source of Atlanta deal-flow news", "engine": "claude", "instead": ["Atlanta Technology Angels"]}, {"strength": "mentioned", "q": "Which Atlanta buildings or campuses have the highest concentration of startups?", "qid": "atli_103", "family": "space_community", "ev": "$375M Coda Will Transform Tech Square and Midtown Atlanta - Hypepotamus +2", "char": "Local tech media cited as source for the Coda article", "engine": "claude", "instead": ["Atlanta Tech Village"]}, {"strength": "listed", "q": "I am moving to Atlanta next month to start a company. What should I plug into in my first 30 days?", "qid": "atli_057", "family": "front_door", "ev": "Workspaces & Ecosystem News ... Hypepotamus", "char": "Local ecosystem news source named under workspaces and news", "engine": "gemini", "instead": ["ATDC"]}, {"strength": "listed", "q": "Give me a 30-60-90 day plan for plugging into Atlanta's startup community.", "qid": "atli_062", "family": "front_door", "ev": "Hypepotamus: The primary daily tech news outlet covering Southeastern startup funding, product launches, and ecosystem developments.", "char": "Daily Southeast tech news outlet to subscribe to in first 30 days", "engine": "gemini", "instead": ["Atlanta Tech Village", "ATDC"]}, {"strength": "listed", "q": "I work remotely in Atlanta and it is isolating. Where do I find other people building companies?", "qid": "atli_104", "family": "space_community", "ev": "Use its Southeast startup-events calendar to track pitch competitions, conferences, networking events", "char": "Southeast startup events calendar for tracking pitch competitions and networking", "engine": "perplexity", "instead": ["Atlanta Tech Village"]}], "own_pages": [{"url": "https://www.hypepotamus.com/event-recap-the-atlanta-question", "answers": 4}, {"url": "https://www.hypepotamus.com/", "answers": 3}, {"url": "https://www.hypepotamus.com/newsletter", "answers": 2}, {"url": "https://www.hypepotamus.com/get-the-most-out-of-hypepotamus", "answers": 1}, {"url": "https://hypepotamus.com/newsletter", "answers": 1}, {"url": "https://hypepotamus.com/news/coda-to-transform-techsquare", "answers": 1}], "q_named": 13, "q_total": 190, "cite_split": {"cited": [14, 5], "uncited": [2, 0]}, "type_label": "Startup news", "best_for": [{"id": "relocating_founder", "label": "I'm moving my startup to Atlanta", "rec": 4}, {"id": "series_a_founder", "label": "I'm raising a Series A", "rec": 1}], "described": ["Top pick: local reporting newsletter plus investor and accelerator databases", "Recommended as the best single source of Atlanta deal-flow news", "Near-daily Atlanta startup newsletter; the default pick for day-to-day news", "Sector-agnostic community events where ecosystem relationships get built"], "fit_notes": [], "rec_rank": 30, "website": "https://www.hypepotamus.com", "full_report": null, "moves": [{"kind": "contribute", "title": "Cover the report and link the six pages", "who": "Leadership or research lead", "time": "1 story", "why": "When the engines do name it, they recommend it a third of the time. National press is only 0.6% of the sources behind ecosystem answers.", "helps": "The engines quote the city's own numbers when someone publishes them where they can read them.", "steps": ["Cover the report and link the six pages.", "PursueATL drafts everything; your part is the figures and a yes."], "questions": [], "words": [], "check": "The re-measure checks whether the engines start citing these figures.", "n": 1, "id": "hypepotamus-contribute-1", "status": "open"}, {"kind": "contribute", "title": "Syndicate Atlanta startup stories to national outlets", "who": "Leadership or research lead", "time": "ongoing", "why": "When the engines do name it, they recommend it a third of the time. National press is only 0.6% of the sources behind ecosystem answers.", "helps": "The engines quote the city's own numbers when someone publishes them where they can read them.", "steps": ["Syndicate Atlanta startup stories to national outlets.", "PursueATL drafts everything; your part is the figures and a yes."], "questions": [], "words": [], "check": "The re-measure checks whether the engines start citing these figures.", "n": 2, "id": "hypepotamus-contribute-2", "status": "open"}], "cited_with": [{"d": "hypepotamus.com", "n": 14, "own": true}, {"d": "guide.startupatlanta.com", "n": 8, "own": false}, {"d": "atlantatechvillage.com", "n": 8, "own": false}, {"d": "atdc.org", "n": 4, "own": false}, {"d": "startupatlanta.com", "n": 3, "own": false}, {"d": "ventureatlanta.org", "n": 3, "own": false}], "by_engine": {"chatgpt": [190, 1, 1], "claude": [190, 5, 1], "gemini": [190, 7, 1], "perplexity": [190, 3, 2]}}, {"id": "georgia_state_university", "slug": "georgia-state-university", "name": "Georgia State University", "type": "university", "n": 760, "named": 115, "rec": 4, "named_pct": 15.1, "rec_pct": 0.5, "families": [{"id": "university_pipeline", "label": "Universities and students", "named": 63, "rec": 4}, {"id": "talent", "label": "Hiring and cofounders", "named": 18, "rec": 0}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 6, "rec": 0}, {"id": "program_selection", "label": "Choosing a program", "named": 5, "rec": 0}, {"id": "sector", "label": "Sector fit", "named": 5, "rec": 0}, {"id": "front_door", "label": "Where to start", "named": 5, "rec": 0}, {"id": "inclusion", "label": "Underrepresented founders", "named": 4, "rec": 0}, {"id": "public_sector", "label": "City and state support", "named": 4, "rec": 0}, {"id": "capital_path", "label": "Raising money", "named": 3, "rec": 0}, {"id": "space_community", "label": "Space and community", "named": 2, "rec": 0}], "instead": [{"name": "Georgia Tech", "slug": "georgia-tech", "answers": 42}, {"name": "ATDC", "slug": "atdc", "answers": 24}, {"name": "Georgia Tech CREATE-X", "slug": "georgia-tech-create-x", "answers": 18}, {"name": "Emory University", "slug": "emory-university", "answers": 9}], "own_site_cited": 36, "quotes": [{"text": "If your definition of fintech is specifically payments... I'd make Georgia State a priority.", "engine": "chatgpt", "q": "Which Atlanta universities are best for fintech or payments research and talent?"}, {"text": "Georgia State — strongest for volume and payments-specific talent", "engine": "claude", "q": "Which Atlanta universities are best for fintech or payments research and talent?"}, {"text": "Georgia State should be central to an Atlanta-based plan", "engine": "perplexity", "q": "We're a startup hiring new graduates in Atlanta. Which schools should we recruit from, for software and for data science?"}, {"text": "Georgia State University is the strongest complementary option for applied fintech education", "engine": "perplexity", "q": "Which Atlanta universities are best for fintech or payments research and talent?"}], "passed": [{"strength": "cautioned", "q": "Which Atlanta university programs give student startups funding, and how much?", "qid": "atlp_007", "family": "university_pipeline", "ev": "I didn't find a current official GSU source promising a defined amount of startup capital to enrolled founders, so I wouldn't count it as funded", "char": "Has entrepreneurship coursework but no confirmed defined startup funding amount", "engine": "chatgpt", "instead": ["Georgia Tech CREATE-X"]}, {"strength": "cautioned", "q": "I'm not a student. Can I take entrepreneurship classes or use a university incubator in Atlanta?", "qid": "atlp_013", "family": "university_pipeline", "ev": "Similarly, LaunchGSU requires current Georgia State enrollment for incubator membership.", "char": "LaunchGSU incubator membership requires current enrollment", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "cautioned", "q": "Which Atlanta universities run hackathons or pitch competitions that are open to the public?", "qid": "atlp_018", "family": "university_pipeline", "ev": "Emory and Georgia State events found in this search are generally restricted to their own enrolled students", "char": "Events found are limited to enrolled GSU students", "engine": "perplexity", "instead": ["Georgia Tech"]}, {"strength": "cautioned", "q": "I graduated from an Atlanta university five years ago. Can alumni still use its startup programs?", "qid": "atlp_008", "family": "university_pipeline", "ev": "If it was Georgia State, check the Main Street program’s definition of “recent alumni” before assuming eligibility.", "char": "Main Street fund says 'recent alumni', so a five-year cutoff may exclude the asker", "engine": "perplexity", "instead": []}, {"strength": "mentioned", "q": "Which Atlanta accelerators take no equity?", "qid": "atli_034", "family": "program_selection", "ev": "GSU's accelerator has expanded substantially in 2026", "char": "University hosting the Main Street Foundry accelerator", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "Atlanta biotech and life sciences startups: which organizations support them?", "qid": "atli_092", "family": "sector", "ev": "Georgia State University Research / CollabTech Biotech incubation downtown", "char": "Downtown university-connected biotech incubation and scientific facilities", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "Which Atlanta universities and bootcamps produce startup-ready engineers?", "qid": "atli_116", "family": "talent", "ev": "3. Georgia State University Best value option for practical software engineers.", "char": "Best value option producing practical, self-driven full-stack engineers", "engine": "chatgpt", "instead": ["Georgia Tech"]}, {"strength": "mentioned", "q": "How would you describe Atlanta's startup ecosystem, and which organizations anchor it?", "qid": "atli_141", "family": "ecosystem_shape", "ev": "Morehouse College, Spelman College, and Georgia State University contribute engineers, researchers, founders, and business talent", "char": "University contributing to the talent pipeline", "engine": "chatgpt", "instead": ["Georgia Tech", "ATDC", "Atlanta Tech Village"]}, {"strength": "listed", "q": "Who are the most important people and organizations in Atlanta tech?", "qid": "atli_144", "family": "ecosystem_shape", "ev": "Georgia State University — business, analytics, and urban innovation.", "char": "Pipeline in business, analytics and urban innovation", "engine": "chatgpt", "instead": ["Georgia Tech"]}, {"strength": "mentioned", "q": "What should a college student in Atlanta do to get into the startup world?", "qid": "atli_070", "family": "front_door", "ev": "If you're at Georgia State, there's the Main Street Entrepreneurs Seed Fund", "char": "Home of a seed fund for underrepresented and recent-alum founders", "engine": "claude", "instead": ["Georgia Tech CREATE-X", "Atlanta Tech Village"]}], "own_pages": [{"url": "https://eni.gsu.edu/launchgsu", "answers": 5}, {"url": "https://eni.gsu.edu/2026/07/13/georgia-state-university-expands-main-street-foundry-to-support-record-number-of-entrepreneurs", "answers": 3}, {"url": "https://research.library.gsu.edu/c.php", "answers": 3}, {"url": "https://eni.gsu.edu/2026/01/21/georgia-state-university-opens-applications-for-the-main-street-foundry-accelerator-program", "answers": 3}, {"url": "https://calendar.gsu.edu/department/launchgsu", "answers": 3}, {"url": "https://research.gsu.edu/georgia-state-technology-transfer/collabtech-incubator", "answers": 2}], "q_named": 53, "q_total": 190, "cite_split": {"cited": [36, 3], "uncited": [79, 1]}, "type_label": "University", "best_for": [{"id": "campus_recruiter", "label": "I'm hiring new graduates", "rec": 4}], "described": ["University space supporting entrepreneurs from idea validation through growth", "Downtown university-connected biotech incubation and scientific facilities", "Best value option producing practical, self-driven full-stack engineers", "Source of business, marketing, analytics and entrepreneurship interns"], "fit_notes": ["Has entrepreneurship coursework but no confirmed defined startup funding amount", "LaunchGSU incubator membership requires current enrollment", "Main Street fund says 'recent alumni', so a five-year cutoff may exclude the asker"], "rec_rank": 31, "website": "https://www.gsu.edu", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Georgia State University is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Georgia State University in 115 of 760 answers, and the engines pick it in 4. When they pass it over, they usually give a reason, and 4 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://eni.gsu.edu/launchgsu. The engines cited it in 5 of the answers that name Georgia State University, more than any other page on your site.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Has entrepreneurship coursework but no confirmed defined startup funding amount.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Georgia State University is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Which Atlanta university programs give student startups funding, and how much?", "I'm not a student. Can I take entrepreneurship classes or use a university incubator in Atlanta?", "Which Atlanta universities run hackathons or pitch competitions that are open to the public?", "I graduated from an Atlanta university five years ago. Can alumni still use its startup programs?"], "words": [{"text": "I didn't find a current official GSU source promising a defined amount of startup capital to enrolled founders, so I wouldn't count it as funded", "engine": "ChatGPT", "q": "Which Atlanta university programs give student startups funding, and how much?"}, {"text": "Similarly, LaunchGSU requires current Georgia State enrollment for incubator membership.", "engine": "ChatGPT", "q": "I'm not a student. Can I take entrepreneurship classes or use a university incubator in Atlanta?"}, {"text": "Emory and Georgia State events found in this search are generally restricted to their own enrolled students", "engine": "Perplexity", "q": "Which Atlanta universities run hackathons or pitch competitions that are open to the public?"}], "page": "https://eni.gsu.edu/launchgsu", "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Georgia State University the way this page does.", "n": 1, "id": "georgia-state-university-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Georgia State University can't take to Georgia Tech CREATE-X and ATDC", "who": "Program or fund lead", "time": "10 min", "why": "In the answers where the engines turned founders away from Georgia State University for fit, they sent them to Georgia Tech CREATE-X and ATDC instead. A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let Georgia Tech CREATE-X know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Georgia State University? Georgia Tech CREATE-X and ATDC are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "Georgia Tech CREATE-X", "slug": "georgia-tech-create-x", "answers": 1}, {"name": "ATDC", "slug": "atdc", "answers": 1}], "questions": ["Which Atlanta university programs give student startups funding, and how much?", "I'm not a student. Can I take entrepreneurship classes or use a university incubator in Atlanta?", "Which Atlanta universities run hackathons or pitch competitions that are open to the public?", "Which Atlanta accelerators take no equity?", "Atlanta biotech and life sciences startups: which organizations support them?"], "words": [], "check": "In December, watch the answers that turn founders away from Georgia State University: do they name an Atlanta option next?", "n": 2, "id": "georgia-state-university-referral-2", "status": "open"}, {"kind": "verify", "title": "Check Georgia State University's row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. That's it."], "questions": [], "words": [], "check": "The re-measure checks whether the engines describe your terms correctly.", "n": 3, "id": "georgia-state-university-verify-3", "status": "open"}], "cited_with": [{"d": "atdc.org", "n": 32, "own": false}, {"d": "create-x.gatech.edu", "n": 30, "own": false}, {"d": "guide.startupatlanta.com", "n": 22, "own": false}, {"d": "goizueta.emory.edu", "n": 20, "own": false}, {"d": "atlantatechvillage.com", "n": 18, "own": false}, {"d": "eni.gsu.edu", "n": 18, "own": true}], "by_engine": {"chatgpt": [190, 24, 1], "claude": [190, 33, 1], "gemini": [190, 24, 0], "perplexity": [190, 34, 2]}}, {"id": "goodie_nation", "slug": "goodie-nation", "name": "Goodie Nation", "type": "program", "n": 760, "named": 58, "rec": 4, "named_pct": 7.6, "rec_pct": 0.5, "families": [{"id": "program_selection", "label": "Choosing a program", "named": 17, "rec": 0}, {"id": "inclusion", "label": "Underrepresented founders", "named": 13, "rec": 4}, {"id": "front_door", "label": "Where to start", "named": 12, "rec": 0}, {"id": "capital_path", "label": "Raising money", "named": 7, "rec": 0}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 3, "rec": 0}, {"id": "talent", "label": "Hiring and cofounders", "named": 2, "rec": 0}, {"id": "sector", "label": "Sector fit", "named": 1, "rec": 0}, {"id": "space_community", "label": "Space and community", "named": 1, "rec": 0}, {"id": "university_pipeline", "label": "Universities and students", "named": 1, "rec": 0}, {"id": "public_sector", "label": "City and state support", "named": 1, "rec": 0}], "instead": [{"name": "ATDC", "slug": "atdc", "answers": 23}, {"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 9}, {"name": "Startup Atlanta", "slug": "startup-atlanta", "answers": 4}, {"name": "Georgia Tech", "slug": "georgia-tech", "answers": 4}], "own_site_cited": 15, "quotes": [{"text": "apply to or attend events at RICE and Goodie Nation first — they're the most accessible entry points", "engine": "claude", "q": "Where do Black founders in Atlanta find mentorship from people who have actually exited?"}, {"text": "Apply for Goodie Nation / ATL BLK TCH: Joining their pipeline gives you access to private founder Slack channels and direct warm intros to advisors.", "engine": "gemini", "q": "Where do Black founders in Atlanta find mentorship from people who have actually exited?"}, {"text": "Start with the Atlanta Black Tech Founder Project and Goodie Nation. Their value is preparation", "engine": "perplexity", "q": "What Atlanta programs and funds are built for Black founders raising their first round?"}, {"text": "The most relevant current options are the Atlanta Black Tech Founder Project/Goodie Nation network", "engine": "perplexity", "q": "Where do Black founders in Atlanta find mentorship from people who have actually exited?"}], "passed": [{"strength": "cautioned", "q": "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?", "qid": "atli_127", "family": "inclusion", "ev": "Writes: Not primarily a traditional VC fund ... not itself the same as a VC firm.", "char": "Ecosystem builder and investor connector, not itself a fund that writes checks", "engine": "chatgpt", "instead": ["Fearless Fund", "Valor Ventures"]}, {"strength": "listed", "q": "Make a table of Atlanta accelerators with stage, equity taken and program length.", "qid": "atli_040", "family": "program_selection", "ev": "Goodie Impact Pre-Accelerator Idea / very early stage 0% 3 months Atlanta-focused, part-time program; Goodie says founders retain 100%", "char": "Runs 3-month equity-free pre-accelerator plus ongoing long-term support network", "engine": "chatgpt", "instead": ["ATDC", "Georgia Tech CREATE-X"]}, {"strength": "listed", "q": "Which Atlanta programs are built for Black or Latino founders, and which are open to everyone?", "qid": "atli_049", "family": "program_selection", "ev": "Tech-focused/social-impact founders seeking relationships, advisors, partnerships and investment connections.", "char": "Relationship, advisor and investor connections for Black, Latinx and women tech founders", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "Which Atlanta startup organizations belong on a new founder's short list, and which can be skipped?", "qid": "atli_074", "family": "front_door", "ev": "Then I'd choose one specialized ecosystem-RICE/Goodie Nation, Engage, CDL, TiE, etc.-based on what the company actually needs.", "char": "Programming partner and one specialized ecosystem to pick based on needs", "engine": "chatgpt", "instead": ["ATDC", "Atlanta Tech Village"]}, {"strength": "listed", "q": "Atlanta angel groups that fund pre-revenue software companies", "qid": "atli_007", "family": "capital_path", "ev": "Goodie Nation — founded by Joey Womack, focused on underestimated founders, and partners with Venture Atlanta on deal access.", "char": "Organization for underestimated founders that partners with Venture Atlanta on deal access", "engine": "claude", "instead": ["Atlanta Technology Angels"]}, {"strength": "listed", "q": "I am moving to Atlanta next month to start a company. What should I plug into in my first 30 days?", "qid": "atli_057", "family": "front_door", "ev": "Goodie Nation is a nonprofit focused on closing the relationship gap for underrepresented founders", "char": "Nonprofit closing the relationship gap for underrepresented founders", "engine": "claude", "instead": ["Atlanta Tech Village"]}, {"strength": "listed", "q": "Which Atlanta organizations will take a meeting with a founder who has nothing but an idea?", "qid": "atli_071", "family": "front_door", "ev": "offers a suite of programs spanning pre-seed to Series A, including a \"Next Generation Pre-Seed Startups\" track", "char": "Programs from pre-seed to Series A including pre-seed track for diverse founders", "engine": "claude", "instead": ["ATDC"]}, {"strength": "listed", "q": "Which Atlanta groups help founders with fundraising strategy rather than writing the check themselves?", "qid": "atli_023", "family": "capital_path", "ev": "Goodie Nation offers messaging workshops, pitch practice, and warm investor introductions rather than managing a venture fund.", "char": "Closes relationship gap with messaging workshops, pitch practice, warm investor introductions", "engine": "gemini", "instead": ["ATDC"]}, {"strength": "listed", "q": "As an angel new to Atlanta, which groups or syndicates should I join to see deals?", "qid": "atli_025", "family": "capital_path", "ev": "Connects accredited angels with vetted diverse founders and social impact tech startups, offering curated deal flow", "char": "Connects angels with vetted diverse and impact founders; curated deal flow", "engine": "gemini", "instead": ["Atlanta Technology Angels"]}, {"strength": "mentioned", "q": "A Black woman founder in Atlanta raising $1M: who realistically writes that check?", "qid": "atli_029", "family": "capital_path", "ev": "successful founders in Atlanta rely on ecosystems like Goodie Nation for warm introductions", "char": "Ecosystem organization founders rely on for warm investor introductions, not a check writer", "engine": "gemini", "instead": ["Collab Capital"]}], "own_pages": [{"url": "https://goodienation.org/impact-pre-accelerator", "answers": 3}, {"url": "https://goodienation.org/nextgen", "answers": 3}, {"url": "https://goodienation.org/intentionally-good/tech-startups", "answers": 2}, {"url": "https://goodienation.org/intentionally-good", "answers": 2}, {"url": "https://goodienation.org/about", "answers": 2}, {"url": "https://goodienation.org/", "answers": 2}], "q_named": 44, "q_total": 190, "cite_split": {"cited": [15, 1], "uncited": [43, 3]}, "type_label": "Program", "best_for": [{"id": "underrepresented_founder", "label": "I'm an underrepresented founder", "rec": 4}], "described": ["Runs 3-month equity-free pre-accelerator plus ongoing long-term support network", "Relationship, advisor and investor connections for Black, Latinx and women tech founders", "Programming partner and one specialized ecosystem to pick based on needs", "Organization for underestimated founders that partners with Venture Atlanta on deal access"], "fit_notes": ["Ecosystem builder and investor connector, not itself a fund that writes checks"], "rec_rank": 32, "website": "https://goodienation.org", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Goodie Nation is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Goodie Nation in 58 of 760 answers, and the engines pick it in 4. When they pass it over, they usually give a reason, and 1 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://goodienation.org/impact-pre-accelerator. The engines cited it in 3 of the answers that name Goodie Nation, more than any other page on your site.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Ecosystem builder and investor connector, not itself a fund that writes checks.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Goodie Nation is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?"], "words": [{"text": "Writes: Not primarily a traditional VC fund ... not itself the same as a VC firm.", "engine": "ChatGPT", "q": "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?"}], "page": "https://goodienation.org/impact-pre-accelerator", "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Goodie Nation the way this page does.", "n": 1, "id": "goodie-nation-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Goodie Nation can't take to Fearless Fund and Valor Ventures", "who": "Program or fund lead", "time": "10 min", "why": "In the answers where the engines turned founders away from Goodie Nation for fit, they sent them to Fearless Fund and Valor Ventures instead. A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let Fearless Fund know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Goodie Nation? Fearless Fund and Valor Ventures are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "Fearless Fund", "slug": "fearless-fund", "answers": 1}, {"name": "Valor Ventures", "slug": "valor-ventures", "answers": 1}], "questions": ["Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?", "Make a table of Atlanta accelerators with stage, equity taken and program length.", "Which Atlanta programs are built for Black or Latino founders, and which are open to everyone?", "Which Atlanta startup organizations belong on a new founder's short list, and which can be skipped?", "Atlanta angel groups that fund pre-revenue software companies"], "words": [], "check": "In December, watch the answers that turn founders away from Goodie Nation: do they name an Atlanta option next?", "n": 2, "id": "goodie-nation-referral-2", "status": "open"}, {"kind": "lists", "title": "Get Goodie Nation onto the 2 most-cited Atlanta lists it's missing from", "who": "Marketing or communications lead", "time": "10 min", "why": "When founders ask about Atlanta's ecosystem, the engines lean on a handful of lists far more than on anyone's own site. We read the eight they cite most on September 13, 2026. Goodie Nation isn't on these.", "helps": "Every accurate listing makes the whole ecosystem easier for the engines to describe.", "steps": ["Peony: 5 Best Atlanta Startup Accelerators in 2026 (82 answers): https://www.peony.ink/blog/investors-atlanta", "Failory: Top 17 Accelerators and Incubators in Atlanta (44 answers): https://www.failory.com/startups/atlanta-accelerators-incubators", "Some are short “top five” lists. Ask anyway, and ask to be considered for the next update."], "lists": [{"title": "Peony: 5 Best Atlanta Startup Accelerators in 2026", "url": "https://www.peony.ink/blog/investors-atlanta", "reach": "82 answers"}, {"title": "Failory: Top 17 Accelerators and Incubators in Atlanta", "url": "https://www.failory.com/startups/atlanta-accelerators-incubators", "reach": "44 answers"}], "copy": {"label": "A note to each editor", "text": "Hi, your page “[list title]” is one of the sources AI assistants cite when founders ask about Atlanta's startup ecosystem. Goodie Nation isn't on it yet. Goodie Nation [one sentence on who you serve and what founders get]. Details are at [your page]. Glad to send anything you need for your next update. Thank you, [name], Goodie Nation"}, "questions": [], "words": [], "check": "We re-read the same lists before the December re-measure and mark what changed.", "n": 3, "id": "goodie-nation-lists-3", "status": "open"}, {"kind": "verify", "title": "Check Goodie Nation's row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. That's it."], "questions": [], "words": [], "check": "The re-measure checks whether the engines describe your terms correctly.", "n": 4, "id": "goodie-nation-verify-4", "status": "open"}], "cited_with": [{"d": "atdc.org", "n": 35, "own": false}, {"d": "atlantatechvillage.com", "n": 22, "own": false}, {"d": "ventureatlanta.org", "n": 18, "own": false}, {"d": "guide.startupatlanta.com", "n": 18, "own": false}, {"d": "peony.ink", "n": 16, "own": false}, {"d": "goodienation.org", "n": 15, "own": true}], "by_engine": {"chatgpt": [190, 4, 0], "claude": [190, 11, 1], "gemini": [190, 23, 1], "perplexity": [190, 20, 2]}}, {"id": "georgia_center_of_innovation", "slug": "georgia-center-of-innovation", "name": "Georgia Center of Innovation", "type": "agency", "n": 760, "named": 13, "rec": 4, "named_pct": 1.7, "rec_pct": 0.5, "families": [{"id": "public_sector", "label": "City and state support", "named": 10, "rec": 4}, {"id": "sector", "label": "Sector fit", "named": 3, "rec": 0}], "instead": [{"name": "ATDC", "slug": "atdc", "answers": 5}, {"name": "Invest Atlanta", "slug": "invest-atlanta", "answers": 2}, {"name": "Engage", "slug": "engage", "answers": 1}, {"name": "City of Atlanta", "slug": "city-of-atlanta", "answers": 1}], "own_site_cited": 0, "quotes": [{"text": "The main resource is the Georgia Department of Economic Development’s Center of Innovation... A startup can use it.", "engine": "chatgpt", "q": "Does Georgia have industry-specific help centers for companies, and can a startup use them?"}, {"text": "Georgia Center of Innovation (part of the Georgia Department of Economic Development) is the closest match to what you're describing.", "engine": "claude", "q": "Does Georgia have industry-specific help centers for companies, and can a startup use them?"}, {"text": "The state operates the Georgia Center of Innovation... which houses six specialized, statewide industry teams", "engine": "gemini", "q": "Does Georgia have industry-specific help centers for companies, and can a startup use them?"}, {"text": "The most direct fit is the Georgia Department of Economic Development’s Center of Innovation network.", "engine": "perplexity", "q": "Does Georgia have industry-specific help centers for companies, and can a startup use them?"}], "passed": [{"strength": "listed", "q": "Which Atlanta organizations support healthtech or digital health startups?", "qid": "atli_077", "family": "sector", "ev": "Contact the Georgia Center of Innovation-IT and the Georgia Department of Economic Development network.", "char": "State-backed connector to research partners, talent and health IT ecosystem relationships", "engine": "perplexity", "instead": ["ATDC"]}, {"strength": "listed", "q": "Who supports logistics and supply chain startups in Atlanta?", "qid": "atli_078", "family": "sector", "ev": "Use the Georgia Center of Innovation-Logistics for state and industry connections.", "char": "State-supported ecosystem navigation, industry insight and partner introductions in logistics", "engine": "perplexity", "instead": ["ATDC"]}, {"strength": "listed", "q": "Where do Atlanta's supply chain corporations go to find startups to work with?", "qid": "atli_085", "family": "sector", "ev": "The Georgia Center of Innovation is the complementary statewide connector when the corporation needs help identifying the right partners", "char": "State connector for industry matchmaking and ecosystem navigation", "engine": "perplexity", "instead": ["Engage", "ATDC"]}, {"strength": "listed", "q": "Which economic development organizations in metro Atlanta work with startups, and what does each one do?", "qid": "atlp_033", "family": "public_sector", "ev": "Its Centers of Innovation are particularly useful for startups in sectors such as aerospace, agriculture, energy technology, logistics and manufacturing.", "char": "Sector-specific state centers useful for aerospace, agriculture, energy, logistics and manufacturing startups", "engine": "chatgpt", "instead": ["ATDC", "Invest Atlanta"]}, {"strength": "listed", "q": "Which city or state offices in Atlanta help a startup with permits, space or funding?", "qid": "atlp_023", "family": "public_sector", "ev": "Georgia Center of Innovation (Dept. of Economic Development) gives one-on-one support to small and mid-sized businesses", "char": "State advising arm connecting businesses to incubators and research institutions", "engine": "claude", "instead": ["City of Atlanta", "Invest Atlanta"]}, {"strength": "listed", "q": "Which economic development organizations in metro Atlanta work with startups, and what does each one do?", "qid": "atlp_033", "family": "public_sector", "ev": "its Centers of Innovation provide technical assistance in targeted sectors (aerospace, agribusiness, logistics, manufacturing, IT)", "char": "Sector-specific technical assistance in aerospace, agribusiness, logistics, manufacturing, IT", "engine": "claude", "instead": ["ATDC"]}], "own_pages": [], "q_named": 7, "q_total": 190, "cite_split": {"cited": [0, 0], "uncited": [13, 4]}, "type_label": "State program", "best_for": [{"id": "incentive_seeker", "label": "I'm looking for grants or credits", "rec": 4}], "described": ["State-backed connector to research partners, talent and health IT ecosystem relationships", "State-supported ecosystem navigation, industry insight and partner introductions in logistics", "State connector for industry matchmaking and ecosystem navigation", "Part of Georgia's statewide network connecting founders to incubators and university hubs"], "fit_notes": [], "rec_rank": 33, "website": "https://georgia.org/center-of-innovation", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Georgia Center of Innovation is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Georgia Center of Innovation in 13 of 760 answers, and the engines pick it in 4. Where the terms aren't written down, the engines hedge or point elsewhere.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Pick the page that best describes what Georgia Center of Innovation offers founders. The engines rarely cite your own site today, so a clear, current page is the fastest way to be quoted correctly.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Georgia Center of Innovation is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Which Atlanta organizations support healthtech or digital health startups?", "Who supports logistics and supply chain startups in Atlanta?", "Where do Atlanta's supply chain corporations go to find startups to work with?", "Which economic development organizations in metro Atlanta work with startups, and what does each one do?", "Which city or state offices in Atlanta help a startup with permits, space or funding?"], "words": [{"text": "Contact the Georgia Center of Innovation-IT and the Georgia Department of Economic Development network.", "engine": "Perplexity", "q": "Which Atlanta organizations support healthtech or digital health startups?"}, {"text": "Use the Georgia Center of Innovation-Logistics for state and industry connections.", "engine": "Perplexity", "q": "Who supports logistics and supply chain startups in Atlanta?"}, {"text": "The Georgia Center of Innovation is the complementary statewide connector when the corporation needs help identifying the right partners", "engine": "Perplexity", "q": "Where do Atlanta's supply chain corporations go to find startups to work with?"}], "page": null, "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Georgia Center of Innovation the way this page does.", "n": 1, "id": "georgia-center-of-innovation-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Georgia Center of Innovation can't take to ATDC and Invest Atlanta", "who": "Program or fund lead", "time": "10 min", "why": "When the engines name Georgia Center of Innovation but recommend someone else, they most often recommend ATDC (5 answers) and Invest Atlanta (2 answers). A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let ATDC know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Georgia Center of Innovation? ATDC and Invest Atlanta are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "ATDC", "slug": "atdc", "answers": 5}, {"name": "Invest Atlanta", "slug": "invest-atlanta", "answers": 2}], "questions": ["Which Atlanta organizations support healthtech or digital health startups?", "Who supports logistics and supply chain startups in Atlanta?", "Where do Atlanta's supply chain corporations go to find startups to work with?", "Which economic development organizations in metro Atlanta work with startups, and what does each one do?", "Which city or state offices in Atlanta help a startup with permits, space or funding?"], "words": [], "check": "In December, watch the answers that turn founders away from Georgia Center of Innovation: do they name an Atlanta option next?", "n": 2, "id": "georgia-center-of-innovation-referral-2", "status": "open"}], "cited_with": [{"d": "georgia.org", "n": 11, "own": false}, {"d": "atdc.org", "n": 9, "own": false}, {"d": "investatlanta.com", "n": 7, "own": false}, {"d": "metroatlantachamber.com", "n": 4, "own": false}, {"d": "linkedin.com", "n": 3, "own": false}, {"d": "atlantaga.gov", "n": 3, "own": false}], "by_engine": {"chatgpt": [190, 3, 1], "claude": [190, 3, 1], "gemini": [190, 2, 1], "perplexity": [190, 5, 1]}}, {"id": "gt_venturelab", "slug": "georgia-tech-venturelab", "name": "Georgia Tech VentureLab", "type": "program", "n": 760, "named": 43, "rec": 3, "named_pct": 5.7, "rec_pct": 0.4, "families": [{"id": "university_pipeline", "label": "Universities and students", "named": 21, "rec": 2}, {"id": "talent", "label": "Hiring and cofounders", "named": 5, "rec": 0}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 4, "rec": 0}, {"id": "capital_path", "label": "Raising money", "named": 4, "rec": 0}, {"id": "sector", "label": "Sector fit", "named": 3, "rec": 0}, {"id": "inclusion", "label": "Underrepresented founders", "named": 2, "rec": 0}, {"id": "program_selection", "label": "Choosing a program", "named": 2, "rec": 1}, {"id": "front_door", "label": "Where to start", "named": 1, "rec": 0}, {"id": "public_sector", "label": "City and state support", "named": 1, "rec": 0}], "instead": [{"name": "Georgia Tech", "slug": "georgia-tech", "answers": 17}, {"name": "ATDC", "slug": "atdc", "answers": 9}, {"name": "Emory University", "slug": "emory-university", "answers": 6}, {"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 3}], "own_site_cited": 0, "quotes": [{"text": "coaching and customer access through ATDC or Georgia Tech VentureLab", "engine": "perplexity", "q": "Alternatives to an accelerator for an Atlanta founder who does not want to give up equity"}, {"text": "VentureLab and Quadrant-i are specifically designed for faculty/researchers", "engine": "chatgpt", "q": "I'm a professor in Atlanta with research I want to commercialize. Who helps me spin it out?"}, {"text": "Works closely with faculty innovators across the state to conduct customer discovery and navigate early commercial paths", "engine": "gemini", "q": "I'm a professor in Atlanta with research I want to commercialize. Who helps me spin it out?"}], "passed": [{"strength": "cautioned", "q": "How do Atlanta's universities work together on startups, if at all?", "qid": "atlp_020", "family": "university_pipeline", "ev": "ATDC, CREATE-X, VentureLab, Quadrant-i — are the ecosystem's center of gravity, and they're single-institution", "char": "Georgia Tech commercialization program noted as single-institution", "engine": "claude", "instead": ["Emory University", "Georgia Tech"]}, {"strength": "cautioned", "q": "I'm not a student. Can I take entrepreneurship classes or use a university incubator in Atlanta?", "qid": "atlp_013", "family": "university_pipeline", "ev": "Georgia Tech Venture Lab Usually no Reported eligibility is Georgia Tech students and faculty.", "char": "Eligibility restricted to Georgia Tech students and faculty", "engine": "perplexity", "instead": ["ATDC"]}, {"strength": "listed", "q": "What support exists in Atlanta for immigrant founders?", "qid": "atli_132", "family": "inclusion", "ev": "Best for: research-based and deep-tech startups", "char": "Supports research-based and deep-tech commercialization with mentorship and funding pathways", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "How would you describe Atlanta's startup ecosystem, and which organizations anchor it?", "qid": "atli_141", "family": "ecosystem_shape", "ev": "VentureLab — focused on translating university research into companies.", "char": "Georgia Tech program translating university research into companies", "engine": "chatgpt", "instead": ["Georgia Tech", "ATDC", "Atlanta Tech Village"]}, {"strength": "listed", "q": "Who in Atlanta writes the first institutional check for a hardware or deep tech company?", "qid": "atli_009", "family": "capital_path", "ev": "Georgia Tech's VentureLab/CREATE-X help de-risk science- and hardware-based startups to the point where they're fundable", "char": "Georgia Tech program that de-risks hardware and science startups pre-institutional round", "engine": "claude", "instead": ["BIP Ventures", "Atlanta Seed Company"]}, {"strength": "listed", "q": "Atlanta internship pipelines for startups that cannot pay much", "qid": "atli_124", "family": "talent", "ev": "VentureLab — never takes equity, serves Georgia Tech students, faculty and staff, and runs cohort programs", "char": "Equity-free Georgia Tech program with cohorts surfacing students wanting startup exposure", "engine": "claude", "instead": ["Georgia Tech", "Georgia Tech CREATE-X"]}, {"strength": "listed", "q": "Who in Atlanta writes the first institutional check for a hardware or deep tech company?", "qid": "atli_009", "family": "capital_path", "ev": "Georgia Tech CREATE-X & VentureLab: Institutional pre-seed programs that supply initial equity checks ($20K+) and commercialization pathways", "char": "Georgia Tech commercialization program funding research-backed hardware spinouts", "engine": "gemini", "instead": ["Overline"]}, {"strength": "listed", "q": "Which Atlanta universities and bootcamps produce startup-ready engineers?", "qid": "atli_116", "family": "talent", "ev": "Programs like VentureLab and the campus-affiliated Advanced Technology Development Center (ATDC) pair engineering students directly with early-stage business commercialization", "char": "Georgia Tech program pairing engineering students with commercialization and mentoring", "engine": "gemini", "instead": ["Georgia Tech"]}, {"strength": "listed", "q": "If a Fortune 500 company wanted to plug into Atlanta's startup scene, who would it work with?", "qid": "atli_142", "family": "ecosystem_shape", "ev": "VentureLab at Georgia Tech: Helps commercialize university-led research.", "char": "Commercializes university research; route to deep-tech spinoffs and patents", "engine": "gemini", "instead": ["Engage"]}, {"strength": "listed", "q": "Where does proprietary early-stage deal flow come from in Atlanta?", "qid": "atli_004", "family": "capital_path", "ev": "25% Georgia Tech and university commercialization: CREATE-X, ATDC, VentureLab, labs, alumni, student programs", "char": "Georgia Tech commercialization channel worth formal relationships; ~25% of sourcing model", "engine": "perplexity", "instead": ["Georgia Tech", "ATDC"]}], "own_pages": [], "q_named": 31, "q_total": 190, "cite_split": {"cited": [0, 0], "uncited": [43, 3]}, "type_label": "University startup program", "best_for": [{"id": "faculty_researcher", "label": "I have research to commercialize", "rec": 2}, {"id": "idea_stage_founder", "label": "I have an idea and no network yet", "rec": 1}], "described": ["Supports research-based and deep-tech commercialization with mentorship and funding pathways", "Georgia Tech program translating university research into companies", "Georgia Tech program that de-risks hardware and science startups pre-institutional round", "Offers free help writing SBIR/STTR applications and non-dilutive pathways"], "fit_notes": ["Georgia Tech commercialization program noted as single-institution", "Eligibility restricted to Georgia Tech students and faculty"], "rec_rank": 34, "website": "https://venturelab.gatech.edu", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Georgia Tech VentureLab is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Georgia Tech VentureLab in 43 of 760 answers, and the engines pick it in 3. When they pass it over, they usually give a reason, and 2 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Pick the page that best describes what Georgia Tech VentureLab offers founders. The engines rarely cite your own site today, so a clear, current page is the fastest way to be quoted correctly.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Georgia Tech commercialization program noted as single-institution.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Georgia Tech VentureLab is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["How do Atlanta's universities work together on startups, if at all?", "I'm not a student. Can I take entrepreneurship classes or use a university incubator in Atlanta?"], "words": [{"text": "ATDC, CREATE-X, VentureLab, Quadrant-i — are the ecosystem's center of gravity, and they're single-institution", "engine": "Claude", "q": "How do Atlanta's universities work together on startups, if at all?"}, {"text": "Georgia Tech Venture Lab Usually no Reported eligibility is Georgia Tech students and faculty.", "engine": "Perplexity", "q": "I'm not a student. Can I take entrepreneurship classes or use a university incubator in Atlanta?"}], "page": null, "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Georgia Tech VentureLab the way this page does.", "n": 1, "id": "georgia-tech-venturelab-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Georgia Tech VentureLab can't take to Emory University and Georgia Tech", "who": "Program or fund lead", "time": "10 min", "why": "In the answers where the engines turned founders away from Georgia Tech VentureLab for fit, they sent them to Emory University and Georgia Tech instead. A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let Emory University know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Georgia Tech VentureLab? Emory University and Georgia Tech are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "Emory University", "slug": "emory-university", "answers": 1}, {"name": "Georgia Tech", "slug": "georgia-tech", "answers": 1}], "questions": ["How do Atlanta's universities work together on startups, if at all?", "I'm not a student. Can I take entrepreneurship classes or use a university incubator in Atlanta?", "What support exists in Atlanta for immigrant founders?", "How would you describe Atlanta's startup ecosystem, and which organizations anchor it?", "Who in Atlanta writes the first institutional check for a hardware or deep tech company?"], "words": [], "check": "In December, watch the answers that turn founders away from Georgia Tech VentureLab: do they name an Atlanta option next?", "n": 2, "id": "georgia-tech-venturelab-referral-2", "status": "open"}, {"kind": "verify", "title": "Check Georgia Tech VentureLab's row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. That's it."], "questions": [], "words": [], "check": "The re-measure checks whether the engines describe your terms correctly.", "n": 3, "id": "georgia-tech-venturelab-verify-3", "status": "open"}], "cited_with": [{"d": "venturelab.gatech.edu", "n": 19, "own": false}, {"d": "atdc.org", "n": 15, "own": false}, {"d": "guide.startupatlanta.com", "n": 13, "own": false}, {"d": "commercialization.gatech.edu", "n": 12, "own": false}, {"d": "fi.co", "n": 10, "own": false}, {"d": "create-x.gatech.edu", "n": 9, "own": false}], "by_engine": {"chatgpt": [190, 4, 1], "claude": [190, 14, 0], "gemini": [190, 7, 1], "perplexity": [190, 18, 1]}}, {"id": "kennesaw_state_university", "slug": "kennesaw-state-university", "name": "Kennesaw State University", "type": "university", "n": 760, "named": 30, "rec": 2, "named_pct": 3.9, "rec_pct": 0.3, "families": [{"id": "university_pipeline", "label": "Universities and students", "named": 17, "rec": 2}, {"id": "talent", "label": "Hiring and cofounders", "named": 6, "rec": 0}, {"id": "program_selection", "label": "Choosing a program", "named": 4, "rec": 0}, {"id": "public_sector", "label": "City and state support", "named": 2, "rec": 0}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 1, "rec": 0}], "instead": [{"name": "Georgia Tech", "slug": "georgia-tech", "answers": 13}, {"name": "Tech North Atlanta", "slug": "tech-north-atlanta", "answers": 2}, {"name": "Georgia Tech CREATE-X", "slug": "georgia-tech-create-x", "answers": 2}, {"name": "ATDC", "slug": "atdc", "answers": 2}], "own_site_cited": 9, "quotes": [{"text": "Kennesaw State is probably your best value per dollar of recruiting effort.", "engine": "claude", "q": "We're a startup hiring new graduates in Atlanta. Which schools should we recruit from, for software and for data science?"}, {"text": "Kennesaw State is especially attractive for a startup that needs hiring volume and applied talent.", "engine": "perplexity", "q": "We're a startup hiring new graduates in Atlanta. Which schools should we recruit from, for software and for data science?"}], "passed": [{"strength": "cautioned", "q": "Which Atlanta universities run hackathons or pitch competitions that are open to the public?", "qid": "atlp_018", "family": "university_pipeline", "ev": "Primarily student events rather than public-entry competitions", "char": "Runs fintech pitch and ideathon events restricted to its students", "engine": "chatgpt", "instead": []}, {"strength": "mentioned", "q": "Free or low-cost startup programs in metro Atlanta", "qid": "atli_035", "family": "program_selection", "ev": "UGA Small Business Development Center At Kennesaw State University", "char": "Host campus for a metro SBDC office", "engine": "chatgpt", "instead": ["University of Georgia"]}, {"strength": "mentioned", "q": "Which metro Atlanta suburbs have their own startup incubators worth applying to?", "qid": "atli_050", "family": "program_selection", "ev": "Being tied to KSU also differentiates it from a generic coworking community.", "char": "University host that differentiates Hatchbridge from generic coworking", "engine": "chatgpt", "instead": ["Tech North Atlanta", "Curiosity Lab at Peachtree Corners"]}, {"strength": "listed", "q": "Where do Atlanta startups source their first five engineering hires?", "qid": "atli_115", "family": "talent", "ev": "bring someone in as an intern from Georgia Tech, Georgia State, or Kennesaw State", "char": "Source of interns who convert to full-time engineers", "engine": "claude", "instead": ["Georgia Tech"]}, {"strength": "listed", "q": "Which Atlanta universities and bootcamps produce startup-ready engineers?", "qid": "atli_116", "family": "talent", "ev": "Kennesaw State is a solid, less flashy source of application-ready engineers", "char": "Solid source of application-ready backend/enterprise engineers", "engine": "claude", "instead": ["Georgia Tech"]}, {"strength": "listed", "q": "Atlanta internship pipelines for startups that cannot pay much", "qid": "atli_124", "family": "talent", "ev": "Want me to help draft outreach to the Office of Commercialization or KSU/GSU internship-for-credit coordinators?", "char": "University internship-for-credit coordinators suggested for outreach", "engine": "claude", "instead": ["Georgia Tech", "Georgia Tech CREATE-X"]}, {"strength": "mentioned", "q": "Which metro Atlanta suburbs have their own startup incubators worth applying to?", "qid": "atli_050", "family": "program_selection", "ev": "HatchBridge is open to anyone building a business, not just KSU affiliates.", "char": "University host of HatchBridge; affiliation not required", "engine": "perplexity", "instead": ["Tech North Atlanta"]}, {"strength": "listed", "q": "Which Atlanta universities and bootcamps produce startup-ready engineers?", "qid": "atli_116", "family": "talent", "ev": "A pragmatic choice for software/IT students-especially commuters or working learners", "char": "Pragmatic choice for working/commuter software students; weaker startup-launch pipeline", "engine": "perplexity", "instead": ["Georgia Tech"]}, {"strength": "listed", "q": "Which Atlanta organizations run talent or hiring programs for startups?", "qid": "atli_120", "family": "talent", "ev": "Kennesaw State, Morehouse, and Oglethorpe entrepreneurship programs: These programs can expand recruiting", "char": "Entrepreneurship program expanding recruiting beyond largest university pipelines", "engine": "perplexity", "instead": ["ATDC", "Atlanta Tech Village", "Hypepotamus"]}, {"strength": "listed", "q": "Map Atlanta's startup ecosystem: capital, programs, spaces and community.", "qid": "atli_146", "family": "ecosystem_shape", "ev": "Kennesaw State’s HatchBridge Incubator serves North Atlanta founders, while its Hatching Success program supports ideation", "char": "University running incubator and ideation-to-growth programs for North Atlanta founders", "engine": "perplexity", "instead": ["ATDC", "Engage", "Atlanta Tech Village"]}], "own_pages": [{"url": "https://campus.kennesaw.edu/offices-services/research/innovation/startups.php", "answers": 3}, {"url": "https://www.kennesaw.edu/degrees-programs/bachelor-degrees/data-science-analytics.php", "answers": 2}, {"url": "https://www.kennesaw.edu/news/stories/2024/ksu-hatchbridge-incubator-helps-startups.php", "answers": 1}, {"url": "https://campus.kennesaw.edu/colleges-departments/spceet/academics/engineering-technology/students/frequently-asked-questions.php", "answers": 1}, {"url": "https://www.kennesaw.edu/degrees-programs/bachelor-degrees/computer-science.php", "answers": 1}, {"url": "https://campus.kennesaw.edu/offices-services/data-strategy/institutional-research/publications/common-data-set/cds-2025-2026.php", "answers": 1}], "q_named": 19, "q_total": 190, "cite_split": {"cited": [9, 1], "uncited": [21, 1]}, "type_label": "University", "best_for": [{"id": "campus_recruiter", "label": "I'm hiring new graduates", "rec": 2}], "described": ["Source of interns who convert to full-time engineers", "Solid source of application-ready backend/enterprise engineers", "University internship-for-credit coordinators suggested for outreach", "Alumni network named as a local sourcing channel for engineers"], "fit_notes": ["Runs fintech pitch and ideathon events restricted to its students"], "rec_rank": 35, "website": "https://www.kennesaw.edu", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Kennesaw State University is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Kennesaw State University in 30 of 760 answers, and the engines pick it in 2. When they pass it over, they usually give a reason, and 1 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://campus.kennesaw.edu/offices-services/research/innovation/startups.php. The engines cited it in 3 of the answers that name Kennesaw State University, more than any other page on your site.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Runs fintech pitch and ideathon events restricted to its students.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Kennesaw State University is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Which Atlanta universities run hackathons or pitch competitions that are open to the public?"], "words": [{"text": "Primarily student events rather than public-entry competitions", "engine": "ChatGPT", "q": "Which Atlanta universities run hackathons or pitch competitions that are open to the public?"}], "page": "https://campus.kennesaw.edu/offices-services/research/innovation/startups.php", "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Kennesaw State University the way this page does.", "n": 1, "id": "kennesaw-state-university-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Kennesaw State University can't take to Georgia Tech and Tech North Atlanta", "who": "Program or fund lead", "time": "10 min", "why": "When the engines name Kennesaw State University but recommend someone else, they most often recommend Georgia Tech (13 answers) and Tech North Atlanta (2 answers). A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let Georgia Tech know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Kennesaw State University? Georgia Tech and Tech North Atlanta are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "Georgia Tech", "slug": "georgia-tech", "answers": 13}, {"name": "Tech North Atlanta", "slug": "tech-north-atlanta", "answers": 2}], "questions": ["Free or low-cost startup programs in metro Atlanta", "Which metro Atlanta suburbs have their own startup incubators worth applying to?", "Where do Atlanta startups source their first five engineering hires?", "Which Atlanta universities and bootcamps produce startup-ready engineers?", "Atlanta internship pipelines for startups that cannot pay much"], "words": [], "check": "In December, watch the answers that turn founders away from Kennesaw State University: do they name an Atlanta option next?", "n": 2, "id": "kennesaw-state-university-referral-2", "status": "open"}, {"kind": "verify", "title": "Check Kennesaw State University's row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. That's it."], "questions": [], "words": [], "check": "The re-measure checks whether the engines describe your terms correctly.", "n": 3, "id": "kennesaw-state-university-verify-3", "status": "open"}], "cited_with": [{"d": "hypepotamus.com", "n": 8, "own": false}, {"d": "atdc.org", "n": 7, "own": false}, {"d": "campus.kennesaw.edu", "n": 7, "own": true}, {"d": "linkedin.com", "n": 7, "own": false}, {"d": "hatchbridge.com", "n": 5, "own": false}, {"d": "create-x.gatech.edu", "n": 5, "own": false}], "by_engine": {"chatgpt": [190, 6, 0], "claude": [190, 9, 1], "gemini": [190, 8, 0], "perplexity": [190, 7, 1]}}, {"id": "the_gathering_spot", "slug": "the-gathering-spot", "name": "The Gathering Spot", "type": "space", "n": 760, "named": 20, "rec": 2, "named_pct": 2.6, "rec_pct": 0.3, "families": [{"id": "space_community", "label": "Space and community", "named": 8, "rec": 1}, {"id": "front_door", "label": "Where to start", "named": 5, "rec": 0}, {"id": "inclusion", "label": "Underrepresented founders", "named": 3, "rec": 1}, {"id": "capital_path", "label": "Raising money", "named": 1, "rec": 0}, {"id": "talent", "label": "Hiring and cofounders", "named": 1, "rec": 0}, {"id": "sector", "label": "Sector fit", "named": 1, "rec": 0}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 1, "rec": 0}], "instead": [{"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 13}, {"name": "ATDC", "slug": "atdc", "answers": 4}, {"name": "Venture Atlanta", "slug": "venture-atlanta", "answers": 2}, {"name": "Collab Capital", "slug": "collab-capital", "answers": 2}], "own_site_cited": 0, "quotes": [{"text": "For a founder specifically, I'd tour ATV Buckhead, ATDC and The Gathering Spot first.", "engine": "chatgpt", "q": "Which Atlanta workspaces come with a real founder community rather than just desks?"}, {"text": "making it one of the top organic spots for relational mentorship", "engine": "gemini", "q": "Where do Black founders in Atlanta find mentorship from people who have actually exited?"}], "passed": [{"strength": "cautioned", "q": "Where do Atlanta's most active angel investors spend their time?", "qid": "atli_026", "family": "capital_path", "ev": "I would treat both as relationship-building venues, though-not places where you're guaranteed to encounter active angels", "char": "Membership social/coworking club; relationship-building only, angels not guaranteed", "engine": "chatgpt", "instead": ["Atlanta Tech Village", "Atlanta Technology Angels"]}, {"strength": "cautioned", "q": "Best place in Atlanta for a founder building developer tools", "qid": "atli_088", "family": "sector", "ev": "more general business/community-focused than technical, so less ideal if your priority is specifically dev/engineering density", "char": "Good networking but too general and non-technical for a dev-tools founder", "engine": "claude", "instead": ["Atlanta Tech Village"]}, {"strength": "cautioned", "q": "Which Atlanta coworking spaces have the best access to mentors and investors?", "qid": "atli_107", "family": "space_community", "ev": "it's not startup/investor-focused the way Tech Village or TechSquare are", "char": "Great networking club but not startup or investor focused", "engine": "claude", "instead": ["Atlanta Tech Village", "TechSquare Labs"]}, {"strength": "listed", "q": "I am moving to Atlanta next month to start a company. What should I plug into in my first 30 days?", "qid": "atli_057", "family": "front_door", "ev": "investigate The Gathering Spot ATL. It's a membership-based social/business club", "char": "Membership business/social club for contacts beyond the tech bubble", "engine": "chatgpt", "instead": ["ATDC", "Atlanta Tech Village", "Venture Atlanta"]}, {"strength": "listed", "q": "New to Atlanta, want to meet other founders. Where do I go on a Tuesday night?", "qid": "atli_067", "family": "front_door", "ev": "For a more social, evening-oriented crowd, The Gathering Spot ATL is worth knowing.", "char": "Membership social/coworking club open Tuesday evenings, mixed professional crowd", "engine": "chatgpt", "instead": ["Atlanta Tech Village"]}, {"strength": "listed", "q": "I work remotely in Atlanta and it is isolating. Where do I find other people building companies?", "qid": "atli_104", "family": "space_community", "ev": "The Gathering Spot ATL — more social-club oriented, but has entrepreneurs, professionals, and events.", "char": "Social club with entrepreneurs, professionals and events", "engine": "chatgpt", "instead": ["Atlanta Tech Village"]}, {"strength": "listed", "q": "Which Atlanta communities are the best place to recruit early employees rather than post a job ad?", "qid": "atli_125", "family": "talent", "ev": "The Gathering Spot ATL Sales leaders, operators, community-connected talent, executives", "char": "Good for sales leaders, operators and community-connected executives", "engine": "chatgpt", "instead": ["Georgia Tech", "Atlanta Tech Village"]}, {"strength": "mentioned", "q": "Are there venture funds in Atlanta run by Black investors?", "qid": "atli_138", "family": "inclusion", "ev": "The Gathering Spot ecosystem members and alumni networks often overlap with Black founder investing circles.", "char": "Membership community whose networks overlap with Black founder investing circles", "engine": "chatgpt", "instead": ["Collab Capital", "Fearless Fund"]}, {"strength": "mentioned", "q": "Which Atlanta startup events are actually worth a founder's time?", "qid": "atli_063", "family": "front_door", "ev": "Founders Live Atlanta at The Gathering Spot", "char": "Named only as the venue hosting Founders Live Atlanta", "engine": "claude", "instead": ["Venture Atlanta", "RenderATL"]}, {"strength": "mentioned", "q": "New to Atlanta, want to meet other founders. Where do I go on a Tuesday night?", "qid": "atli_067", "family": "front_door", "ev": "a monthly happy-hour pitch competition at The Gathering Spot", "char": "Named as the venue for Founders Live Atlanta", "engine": "claude", "instead": ["Atlanta Tech Village"]}], "own_pages": [], "q_named": 15, "q_total": 190, "cite_split": {"cited": [0, 0], "uncited": [20, 2]}, "type_label": "Space and community", "best_for": [{"id": "relocating_founder", "label": "I'm moving my startup to Atlanta", "rec": 1}, {"id": "underrepresented_founder", "label": "I'm an underrepresented founder", "rec": 1}], "described": ["Membership business/social club for contacts beyond the tech bubble", "Membership club worth an introduction to access Atlanta's Black business network", "Membership social/coworking club open Tuesday evenings, mixed professional crowd", "Private membership club with cross-industry relationship network beyond tech"], "fit_notes": ["Membership social/coworking club; relationship-building only, angels not guaranteed", "Good networking but too general and non-technical for a dev-tools founder", "Great networking club but not startup or investor focused"], "rec_rank": 36, "website": "https://thegatheringspot.club", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who The Gathering Spot is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name The Gathering Spot in 20 of 760 answers, and the engines pick it in 2. When they pass it over, they usually give a reason, and 3 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Pick the page that best describes what The Gathering Spot offers founders. The engines rarely cite your own site today, so a clear, current page is the fastest way to be quoted correctly.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Membership social/coworking club; relationship-building only, angels not guaranteed.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who The Gathering Spot is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Where do Atlanta's most active angel investors spend their time?", "Best place in Atlanta for a founder building developer tools", "Which Atlanta coworking spaces have the best access to mentors and investors?"], "words": [{"text": "I would treat both as relationship-building venues, though-not places where you're guaranteed to encounter active angels", "engine": "ChatGPT", "q": "Where do Atlanta's most active angel investors spend their time?"}, {"text": "more general business/community-focused than technical, so less ideal if your priority is specifically dev/engineering density", "engine": "Claude", "q": "Best place in Atlanta for a founder building developer tools"}, {"text": "it's not startup/investor-focused the way Tech Village or TechSquare are", "engine": "Claude", "q": "Which Atlanta coworking spaces have the best access to mentors and investors?"}], "page": null, "check": "In December we ask the same questions again. On these questions, watch whether the engines describe The Gathering Spot the way this page does.", "n": 1, "id": "the-gathering-spot-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders The Gathering Spot can't take to Atlanta Tech Village and Atlanta Technology Angels", "who": "Program or fund lead", "time": "10 min", "why": "In the answers where the engines turned founders away from The Gathering Spot for fit, they sent them to Atlanta Tech Village and Atlanta Technology Angels instead. A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let Atlanta Tech Village know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for The Gathering Spot? Atlanta Tech Village and Atlanta Technology Angels are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 3}, {"name": "Atlanta Technology Angels", "slug": "atlanta-technology-angels", "answers": 1}], "questions": ["Where do Atlanta's most active angel investors spend their time?", "Best place in Atlanta for a founder building developer tools", "Which Atlanta coworking spaces have the best access to mentors and investors?", "I am moving to Atlanta next month to start a company. What should I plug into in my first 30 days?", "New to Atlanta, want to meet other founders. Where do I go on a Tuesday night?"], "words": [], "check": "In December, watch the answers that turn founders away from The Gathering Spot: do they name an Atlanta option next?", "n": 2, "id": "the-gathering-spot-referral-2", "status": "open"}, {"kind": "verify", "title": "Check The Gathering Spot's row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. That's it."], "questions": [], "words": [], "check": "The re-measure checks whether the engines describe your terms correctly.", "n": 3, "id": "the-gathering-spot-verify-3", "status": "open"}], "cited_with": [{"d": "atlantatechvillage.com", "n": 10, "own": false}, {"d": "nucamp.co", "n": 6, "own": false}, {"d": "esim.holafly.com", "n": 5, "own": false}, {"d": "atdc.org", "n": 4, "own": false}, {"d": "ventureatlanta.org", "n": 4, "own": false}, {"d": "drop-desk.com", "n": 4, "own": false}], "by_engine": {"chatgpt": [190, 8, 1], "claude": [190, 8, 0], "gemini": [190, 2, 1], "perplexity": [190, 2, 0]}}, {"id": "tie_atlanta", "slug": "tie-atlanta", "name": "TiE Atlanta", "type": "association", "n": 760, "named": 80, "rec": 1, "named_pct": 10.5, "rec_pct": 0.1, "families": [{"id": "capital_path", "label": "Raising money", "named": 29, "rec": 1}, {"id": "front_door", "label": "Where to start", "named": 12, "rec": 0}, {"id": "inclusion", "label": "Underrepresented founders", "named": 10, "rec": 0}, {"id": "program_selection", "label": "Choosing a program", "named": 7, "rec": 0}, {"id": "sector", "label": "Sector fit", "named": 6, "rec": 0}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 6, "rec": 0}, {"id": "university_pipeline", "label": "Universities and students", "named": 6, "rec": 0}, {"id": "talent", "label": "Hiring and cofounders", "named": 2, "rec": 0}, {"id": "public_sector", "label": "City and state support", "named": 2, "rec": 0}], "instead": [{"name": "ATDC", "slug": "atdc", "answers": 22}, {"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 15}, {"name": "Atlanta Technology Angels", "slug": "atlanta-technology-angels", "answers": 10}, {"name": "Venture Atlanta", "slug": "venture-atlanta", "answers": 9}], "own_site_cited": 16, "quotes": [{"text": "TiE Atlanta / TiE Atlanta Angels — I’d make this the second membership.", "engine": "chatgpt", "q": "As an angel new to Atlanta, which groups or syndicates should I join to see deals?"}], "passed": [{"strength": "cautioned", "q": "How does a pre-revenue Atlanta founder get in front of accredited angel investors?", "qid": "atli_002", "family": "capital_path", "ev": "don't count on TiE Atlanta Angels for the round yet", "char": "Useful network, but its angel arm requires revenue traction and a lead investor", "engine": "chatgpt", "instead": ["Atlanta Technology Angels"]}, {"strength": "cautioned", "q": "Atlanta angel groups that fund pre-revenue software companies", "qid": "atli_007", "family": "capital_path", "ev": "deprioritize TiE Atlanta Angels and Atlanta Seed Company until you have revenue", "char": "Requires revenue traction and a lead investor, so not a fit pre-revenue", "engine": "chatgpt", "instead": ["Atlanta Technology Angels"]}, {"strength": "cautioned", "q": "Which Atlanta startup events are actually worth a founder's time?", "qid": "atli_063", "family": "front_door", "ev": "I'd put TiE Atlanta events in a second tier... I wouldn't attend automatically just because it's a startup event.", "char": "Second tier; only worth attending when speaker or topic matches your company", "engine": "chatgpt", "instead": ["Venture Atlanta"]}, {"strength": "cautioned", "q": "Which Atlanta startup organizations belong on a new founder's short list, and which can be skipped?", "qid": "atli_074", "family": "front_door", "ev": "TiE Atlanta is more useful than most... but I'd attend selectively rather than automatically adding every event to the calendar.", "char": "Angels and experienced entrepreneurs, but attend selectively rather than every event", "engine": "chatgpt", "instead": ["ATDC", "Atlanta Tech Village"]}, {"strength": "cautioned", "q": "Which Atlanta groups run sector-specific programming rather than general startup programming?", "qid": "atli_093", "family": "sector", "ev": "I would not put TiE Atlanta or Atlanta Ventures in the same bucket based on their core programming.", "char": "Excluded: core programming is broad entrepreneurship, not a vertical", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "cautioned", "q": "Who actually leads seed rounds for Atlanta software startups?", "qid": "atli_001", "family": "capital_path", "ev": "Do not confuse helpful capital with a classic lead investor. Atlanta Tech Angels, TiE Atlanta Angels... can be excellent for pre-seed capital", "char": "Angel network helpful for pre-seed and intros but unlikely to lead a seed round", "engine": "perplexity", "instead": ["Atlanta Ventures", "Overline", "Tech Square Ventures"]}, {"strength": "cautioned", "q": "Which Atlanta organizations have actually funded Black women founders, not just featured them?", "qid": "atli_130", "family": "inclusion", "ev": "I did not find sufficiently specific public evidence of completed capital deployments to Black women founders to include it in the confirmed list", "char": "Mentoring and funding-gap program, but no documented capital deployed to Black women founders", "engine": "perplexity", "instead": ["Fearless Fund"]}, {"strength": "cautioned", "q": "Atlanta angel groups that fund pre-revenue software companies", "qid": "atli_007", "family": "capital_path", "ev": "they explicitly require a minimum of 9 months of revenue traction, meaning pre-revenue software startups are not eligible", "char": "Excluded: requires nine months of revenue, so pre-revenue startups ineligible", "engine": "gemini", "instead": []}, {"strength": "listed", "q": "Build me a target list of 15 Atlanta-area seed investors for a healthtech company.", "qid": "atli_015", "family": "capital_path", "ev": "Active local angel network and useful syndication source.", "char": "Active local angel network and syndication source, sector-agnostic seed", "engine": "chatgpt", "instead": ["Atlanta Ventures"]}, {"strength": "listed", "q": "Which Atlanta organizations run real investor introduction programs rather than just pitch events?", "qid": "atli_017", "family": "capital_path", "ev": "One other organization worth investigating is TiE Atlanta because it has its own organized angel-investor community", "char": "Worth investigating for its organized angel investor community", "engine": "chatgpt", "instead": ["ATDC", "Atlanta Tech Village"]}], "own_pages": [{"url": "https://tieatlanta.org/tie-atlanta-angels-oldpage", "answers": 9}, {"url": "https://tieatlanta.org/", "answers": 2}, {"url": "https://tieatlanta.org/tie-university", "answers": 2}, {"url": "https://tieatlanta.org/tie-atlanta-member", "answers": 1}, {"url": "https://tieatlanta.org/venture-atlanta-angel-edition-powered-by-tie-atlanta", "answers": 1}, {"url": "https://tieatlanta.org/about", "answers": 1}], "q_named": 52, "q_total": 190, "cite_split": {"cited": [16, 1], "uncited": [64, 0]}, "type_label": "Angel network and founder community", "best_for": [{"id": "angel_investor", "label": "I'm an angel investor", "rec": 1}], "described": ["Active local angel network and syndication source, sector-agnostic seed", "Worth investigating for its organized angel investor community", "Recommended second membership; another pool of screened seed/Series A deals", "Important investor node with an active angel arm and investor events"], "fit_notes": ["Useful network, but its angel arm requires revenue traction and a lead investor", "Requires revenue traction and a lead investor, so not a fit pre-revenue", "Second tier; only worth attending when speaker or topic matches your company"], "rec_rank": 37, "website": "https://tieatlanta.org", "full_report": {"visibility_pct": 66, "published": "2026-09-06", "title": "tieatlanta.org AI Visibility Report", "moves_total": 45, "top_moves": [{"rank": 1, "title": "The TiE Atlanta Angels page is set to noindex, so only an outdated copy is visible to AI engines"}, {"rank": 2, "title": "Mentor Operator Depth — ATDC Wins by Default"}, {"rank": 3, "title": "Peer Forum Void — EO Atlanta Wins Uncontested"}]}, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who TiE Atlanta is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name TiE Atlanta in 80 of 760 answers, and the engines pick it in 1. When they pass it over, they usually give a reason, and 8 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://tieatlanta.org/tie-atlanta-angels-oldpage. The engines cited it in 9 of the answers that name TiE Atlanta, more than any other page on your site.", "Its address suggests an older page. If it no longer describes what you offer, point it to the current page (a 301 redirect) so the engines stop quoting it.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Useful network, but its angel arm requires revenue traction and a lead investor.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who TiE Atlanta is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["How does a pre-revenue Atlanta founder get in front of accredited angel investors?", "Atlanta angel groups that fund pre-revenue software companies", "Which Atlanta startup events are actually worth a founder's time?", "Which Atlanta startup organizations belong on a new founder's short list, and which can be skipped?", "Which Atlanta groups run sector-specific programming rather than general startup programming?"], "words": [{"text": "don't count on TiE Atlanta Angels for the round yet", "engine": "ChatGPT", "q": "How does a pre-revenue Atlanta founder get in front of accredited angel investors?"}, {"text": "deprioritize TiE Atlanta Angels and Atlanta Seed Company until you have revenue", "engine": "ChatGPT", "q": "Atlanta angel groups that fund pre-revenue software companies"}, {"text": "I'd put TiE Atlanta events in a second tier... I wouldn't attend automatically just because it's a startup event.", "engine": "ChatGPT", "q": "Which Atlanta startup events are actually worth a founder's time?"}], "page": "https://tieatlanta.org/tie-atlanta-angels-oldpage", "check": "In December we ask the same questions again. On these questions, watch whether the engines describe TiE Atlanta the way this page does.", "n": 1, "id": "tie-atlanta-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders TiE Atlanta can't take to Atlanta Technology Angels and ATDC", "who": "Program or fund lead", "time": "10 min", "why": "In the answers where the engines turned founders away from TiE Atlanta for fit, they sent them to Atlanta Technology Angels and ATDC instead. A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let Atlanta Technology Angels know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for TiE Atlanta? Atlanta Technology Angels and ATDC are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "Atlanta Technology Angels", "slug": "atlanta-technology-angels", "answers": 2}, {"name": "ATDC", "slug": "atdc", "answers": 2}], "questions": ["How does a pre-revenue Atlanta founder get in front of accredited angel investors?", "Atlanta angel groups that fund pre-revenue software companies", "Which Atlanta startup events are actually worth a founder's time?", "Which Atlanta startup organizations belong on a new founder's short list, and which can be skipped?", "Which Atlanta groups run sector-specific programming rather than general startup programming?"], "words": [], "check": "In December, watch the answers that turn founders away from TiE Atlanta: do they name an Atlanta option next?", "n": 2, "id": "tie-atlanta-referral-2", "status": "open"}, {"kind": "lists", "title": "Get TiE Atlanta onto the 3 most-cited Atlanta lists it's missing from", "who": "Marketing or communications lead", "time": "15 min", "why": "When founders ask about Atlanta's ecosystem, the engines lean on a handful of lists far more than on anyone's own site. We read the eight they cite most on September 13, 2026. TiE Atlanta isn't on these.", "helps": "Every accurate listing makes the whole ecosystem easier for the engines to describe.", "steps": ["Peony: 5 Best Atlanta Startup Accelerators in 2026 (82 answers): https://www.peony.ink/blog/investors-atlanta", "Startup Accelerator List: Accelerators and Incubators in Atlanta (63 answers): https://startupacceleratorlist.com/locations/startup-incubators-in-atlanta", "Failory: Top 17 Accelerators and Incubators in Atlanta (44 answers): https://www.failory.com/startups/atlanta-accelerators-incubators", "Some are short “top five” lists. Ask anyway, and ask to be considered for the next update."], "lists": [{"title": "Peony: 5 Best Atlanta Startup Accelerators in 2026", "url": "https://www.peony.ink/blog/investors-atlanta", "reach": "82 answers"}, {"title": "Startup Accelerator List: Accelerators and Incubators in Atlanta", "url": "https://startupacceleratorlist.com/locations/startup-incubators-in-atlanta", "reach": "63 answers"}, {"title": "Failory: Top 17 Accelerators and Incubators in Atlanta", "url": "https://www.failory.com/startups/atlanta-accelerators-incubators", "reach": "44 answers"}], "copy": {"label": "A note to each editor", "text": "Hi, your page “[list title]” is one of the sources AI assistants cite when founders ask about Atlanta's startup ecosystem. TiE Atlanta isn't on it yet. TiE Atlanta [one sentence on who you serve and what founders get]. Details are at [your page]. Glad to send anything you need for your next update. Thank you, [name], TiE Atlanta"}, "questions": [], "words": [], "check": "We re-read the same lists before the December re-measure and mark what changed.", "n": 3, "id": "tie-atlanta-lists-3", "status": "open"}, {"kind": "study", "title": "Start with the first move in TiE Atlanta's own study", "who": "See each move", "time": "Varies", "why": "TiE Atlanta's own study asked TiE Atlanta's buyers' questions and wrote a ranked plan. These are its first moves.", "helps": "The shared plan and your own plan point the same way. These are the moves only you can make.", "steps": ["01 · The TiE Atlanta Angels page is set to noindex, so only an outdated copy is visible to AI engines", "02 · Mentor Operator Depth — ATDC Wins by Default", "03 · Peer Forum Void — EO Atlanta Wins Uncontested"], "questions": [], "words": [], "check": "Your own study is re-measured on its own questions.", "n": 4, "id": "tie-atlanta-study-4", "status": "open"}], "cited_with": [{"d": "ventureatlanta.org", "n": 31, "own": false}, {"d": "atlantatechvillage.com", "n": 30, "own": false}, {"d": "atdc.org", "n": 28, "own": false}, {"d": "guide.startupatlanta.com", "n": 28, "own": false}, {"d": "tieatlanta.org", "n": 16, "own": true}, {"d": "angelatlanta.com", "n": 13, "own": false}], "by_engine": {"chatgpt": [190, 28, 1], "claude": [190, 13, 0], "gemini": [190, 15, 0], "perplexity": [190, 24, 0]}}, {"id": "atlanta_startup_village", "slug": "atlanta-startup-village", "name": "Atlanta Startup Village", "type": "org", "n": 760, "named": 46, "rec": 1, "named_pct": 6.1, "rec_pct": 0.1, "families": [{"id": "front_door", "label": "Where to start", "named": 18, "rec": 0}, {"id": "space_community", "label": "Space and community", "named": 9, "rec": 0}, {"id": "capital_path", "label": "Raising money", "named": 6, "rec": 0}, {"id": "talent", "label": "Hiring and cofounders", "named": 4, "rec": 1}, {"id": "program_selection", "label": "Choosing a program", "named": 3, "rec": 0}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 3, "rec": 0}, {"id": "sector", "label": "Sector fit", "named": 2, "rec": 0}, {"id": "university_pipeline", "label": "Universities and students", "named": 1, "rec": 0}], "instead": [{"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 27}, {"name": "ATDC", "slug": "atdc", "answers": 18}, {"name": "Venture Atlanta", "slug": "venture-atlanta", "answers": 4}, {"name": "Techstars Atlanta", "slug": "techstars-atlanta", "answers": 1}], "own_site_cited": 0, "quotes": [{"text": "Atlanta Startup Village and Atlanta Startup Founder 101 — the two biggest founder-focused communities in the city", "engine": "claude", "q": "Best places in Atlanta to find a designer or product person for an early-stage startup"}], "passed": [{"strength": "cautioned", "q": "Which Atlanta organizations run real investor introduction programs rather than just pitch events?", "qid": "atli_017", "family": "capital_path", "ev": "I wouldn't put ordinary Atlanta Startup Village pitch nights in the same category... That's exposure/networking, not systematic investor matching.", "char": "Quarterly pitch night; exposure and networking, not systematic investor matching", "engine": "chatgpt", "instead": ["ATDC", "Atlanta Tech Village"]}, {"strength": "cautioned", "q": "Which Atlanta organizations run real investor introduction programs rather than just pitch events?", "qid": "atli_017", "family": "capital_path", "ev": "Programs I would not count as sufficient alone Atlanta Startup Village / Pitch Practice at Atlanta Tech Village: useful for practicing, community, feedback, and serendipitous introductions", "char": "Dismissed as a quarterly pitch forum and networking, not curated investor matchmaking", "engine": "perplexity", "instead": ["ATDC"]}, {"strength": "listed", "q": "What is the application timeline for Atlanta's main startup programs?", "qid": "atli_037", "family": "program_selection", "ev": "Next listed pitch night is Sept. 28, 2026, followed by the Pitch Off Nov. 30.", "char": "Quarterly pitch nights rather than a traditional accelerator", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "I applied to an Atlanta accelerator and got rejected. What else should I be doing?", "qid": "atli_051", "family": "program_selection", "ev": "Its Atlanta Startup Village program also lets emerging startups apply to pitch publicly.", "char": "Program letting emerging startups apply to pitch publicly", "engine": "chatgpt", "instead": ["ATDC"]}, {"strength": "listed", "q": "Give me a 30-60-90 day plan for plugging into Atlanta's startup community.", "qid": "atli_062", "family": "front_door", "ev": "Atlanta Startup Village #107 on Sept. 28", "char": "Recurring ATV community event, edition #107, named as a calendar anchor", "engine": "chatgpt", "instead": ["Atlanta Tech Village"]}, {"strength": "listed", "q": "My cofounder and I are both new to Atlanta and know nobody here. What is the fastest way in?", "qid": "atli_068", "family": "front_door", "ev": "Atlanta Startup Village is also happening Sept. 28.", "char": "Upcoming ecosystem event to attend", "engine": "chatgpt", "instead": ["Atlanta Tech Village", "ATDC"]}, {"strength": "listed", "q": "Do you need connections to break into Atlanta's startup community, or is it open to anyone?", "qid": "atli_069", "family": "front_door", "ev": "They also run Atlanta Startup Village pitch events where newer founders can participate.", "char": "Pitch events where newer founders can participate", "engine": "chatgpt", "instead": ["Atlanta Tech Village"]}, {"strength": "listed", "q": "I work remotely in Atlanta and it is isolating. Where do I find other people building companies?", "qid": "atli_104", "family": "space_community", "ev": "Atlanta Startup Village — a recurring founder gathering hosted around Atlanta Tech Village.", "char": "Recurring founder gathering hosted around Atlanta Tech Village", "engine": "chatgpt", "instead": ["Atlanta Tech Village"]}, {"strength": "listed", "q": "Give me a 30-60-90 day plan for plugging into Atlanta's startup community.", "qid": "atli_062", "family": "front_door", "ev": "Atlanta Startup Village runs as an in-person flagship event through the Atlanta Tech Village calendar", "char": "In-person flagship event run through the Atlanta Tech Village calendar", "engine": "claude", "instead": ["Atlanta Tech Village"]}, {"strength": "listed", "q": "New to Atlanta, want to meet other founders. Where do I go on a Tuesday night?", "qid": "atli_067", "family": "front_door", "ev": "Atlanta Startup Village (#ATLSV), the largest quarterly founder gathering in the Southeast, has its next one September 28 at ATV", "char": "Largest quarterly founder gathering in the Southeast, next one Sept 28 at ATV", "engine": "claude", "instead": ["Atlanta Tech Village"]}], "own_pages": [], "q_named": 29, "q_total": 190, "cite_split": {"cited": [0, 0], "uncited": [46, 1]}, "type_label": "Ecosystem organization", "best_for": [{"id": "nontechnical_founder", "label": "I'm a non-technical founder", "rec": 1}], "described": ["Quarterly pitch nights rather than a traditional accelerator", "Program letting emerging startups apply to pitch publicly", "Recurring ATV community event, edition #107, named as a calendar anchor", "Recurring event recommended as a third anchor in the first 30 days"], "fit_notes": ["Quarterly pitch night; exposure and networking, not systematic investor matching", "Dismissed as a quarterly pitch forum and networking, not curated investor matchmaking"], "rec_rank": 38, "website": null, "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Atlanta Startup Village is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Atlanta Startup Village in 46 of 760 answers, and the engines pick it in 1. When they pass it over, they usually give a reason, and 2 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Pick the page that best describes what Atlanta Startup Village offers founders. The engines rarely cite your own site today, so a clear, current page is the fastest way to be quoted correctly.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Quarterly pitch night; exposure and networking, not systematic investor matching.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Atlanta Startup Village is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Which Atlanta organizations run real investor introduction programs rather than just pitch events?"], "words": [{"text": "I wouldn't put ordinary Atlanta Startup Village pitch nights in the same category... That's exposure/networking, not systematic investor matching.", "engine": "ChatGPT", "q": "Which Atlanta organizations run real investor introduction programs rather than just pitch events?"}, {"text": "Programs I would not count as sufficient alone Atlanta Startup Village / Pitch Practice at Atlanta Tech Village: useful for practicing, community, feedback, and serendipitous introductions", "engine": "Perplexity", "q": "Which Atlanta organizations run real investor introduction programs rather than just pitch events?"}], "page": null, "check": "In December we ask the same questions again. 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Which organizations there actually write checks rather than run programming?", "qid": "atli_127", "family": "inclusion", "ev": "TechSquare Labs, ATDC, and similar incubator/accelerator infrastructure that touches Black founders but isn't itself a capital allocator.", "char": "Incubator infrastructure touching Black founders but not a capital allocator", "engine": "claude", "instead": ["Collab Capital", "Fearless Fund"]}, {"strength": "listed", "q": "Which Atlanta organizations run talent or hiring programs for startups?", "qid": "atli_120", "family": "talent", "ev": "Startup hub and investor community with founder networks, events, and access to entrepreneurs and technical talent.", "char": "Startup hub and investor community with founder networks and technical talent access", "engine": "chatgpt", "instead": ["ATDC", "Georgia Tech", "Georgia Tech CREATE-X"]}, {"strength": "listed", "q": "How would you describe Atlanta's startup ecosystem, and which organizations anchor it?", "qid": "atli_141", "family": "ecosystem_shape", "ev": "TechSquare Labs These firms help anchor seed and early-stage funding", "char": "Atlanta investor helping anchor seed and early-stage funding", "engine": "chatgpt", "instead": ["Georgia Tech", "ATDC", "Atlanta Tech Village"]}, {"strength": "listed", "q": "If a Fortune 500 company wanted to plug into Atlanta's startup scene, who would it work with?", "qid": "atli_142", "family": "ecosystem_shape", "ev": "TechSquare Labs Strong option for companies interested in seed-stage startups, founders, and diverse entrepreneurship pipelines.", "char": "Option for reaching seed-stage startups and diverse founder pipelines", "engine": "chatgpt", "instead": ["ATDC", "Engage"]}, {"strength": "listed", "q": "Which Atlanta organizations do founders actually recommend to each other?", "qid": "atli_150", "family": "ecosystem_shape", "ev": "5. 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If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who TechSquare Labs is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?"], "words": [{"text": "TechSquare Labs, ATDC, and similar incubator/accelerator infrastructure that touches Black founders but isn't itself a capital allocator.", "engine": "Claude", "q": "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?"}], "page": null, "check": "In December we ask the same questions again. 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What is each one actually best at?", "qid": "atli_032", "family": "program_selection", "ev": "Start:ME: Best for neighborhood-rooted businesses rather than a conventional VC-track company.", "char": "Free neighborhood small-business accelerator across Clarkston, East Lake, Southside, Westside", "engine": "perplexity", "instead": ["ATDC", "Engage"]}], "own_pages": [], "q_named": 26, "q_total": 190, "cite_split": {"cited": [0, 0], "uncited": [35, 1]}, "type_label": "Program", "best_for": [{"id": "idea_stage_founder", "label": "I have an idea and no network yet", "rec": 1}], "described": ["Emory-affiliated small-business accelerator, no age limit, winter cohort applications open", "Free four-month Emory program with training, mentors and grant capital for small businesses", "Accepts idea-only neighborhood small businesses; no incorporation required", "Free 14-week program for very early local businesses with peer-selected grants"], "fit_notes": ["Micro-business focus; skip if building venture-scale tech company"], "rec_rank": 40, "website": "https://www.startmeatl.org", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Start:ME Atlanta is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Start:ME Atlanta in 35 of 760 answers, and the engines pick it in 1. 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If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Start:ME Atlanta is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Which Atlanta startup organizations belong on a new founder's short list, and which can be skipped?"], "words": [{"text": "Skip if you are building a scalable, venture-backed tech company.", "engine": "Gemini", "q": "Which Atlanta startup organizations belong on a new founder's short list, and which can be skipped?"}], "page": null, "check": "In December we ask the same questions again. 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The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Start:ME Atlanta? ATDC and University of Georgia are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "ATDC", "slug": "atdc", "answers": 16}, {"name": "University of Georgia", "slug": "university-of-georgia", "answers": 4}], "questions": ["Startup programs in Atlanta for someone in their forties leaving a corporate career", "Who in Atlanta actually helps first-time founders, as opposed to just hosting events?", "Where should an edtech founder in Atlanta look for programs and funding?", "Which Atlanta programs are built for revenue-generating companies rather than idea-stage founders?", "What support exists in Atlanta for immigrant founders?"], "words": [], "check": "In December, watch the answers that turn founders away from Start:ME Atlanta: do they name an Atlanta option next?", "n": 2, "id": "start-me-atlanta-referral-2", "status": "open"}, {"kind": "verify", "title": "Check Start:ME Atlanta's row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. 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Which organizations there actually write checks rather than run programming?"}], "passed": [{"strength": "listed", "q": "Which Atlanta funds write pre-seed checks under $500k?", "qid": "atli_005", "family": "capital_path", "ev": "Zane Venture Fund is another unusually clean match on check size", "char": "Clean match: $50k-$500k, pre-seed to Series A, Atlanta-based, underrepresented founders", "engine": "chatgpt", "instead": ["Overline"]}, {"strength": "mentioned", "q": "Compare the main early-stage venture funds based in Atlanta by stage and check size.", "qid": "atli_011", "family": "capital_path", "ev": "including the smaller/more specialized funds such as Zane and Johnson Venture Partners", "char": "Smaller specialized Atlanta fund offered for a future expanded list", "engine": "chatgpt", "instead": ["Overline"]}, {"strength": "listed", "q": "A Black woman founder in Atlanta raising $1M: who realistically writes that check?", "qid": "atli_029", "family": "capital_path", "ev": "Zane Venture Fund — useful syndicate investor rather than the whole round.", "char": "Syndicate participant writing $50K-$500K, not a full-round lead", "engine": "chatgpt", "instead": ["Collab Capital"]}, {"strength": "listed", "q": "Which Atlanta programs for underrepresented founders lead to actual investment rather than a certificate?", "qid": "atli_136", "family": "inclusion", "ev": "Direct VC/fund relationships — especially Collab Capital and Zane Venture Fund if you already have traction.", "char": "Investment fund for diverse early-stage tech founders bridging seed-to-Series A", "engine": "chatgpt", "instead": ["Atlanta Tech Village"]}, {"strength": "listed", "q": "Are there venture funds in Atlanta run by Black investors?", "qid": "atli_138", "family": "inclusion", "ev": "An Atlanta-based early-stage fund focused on diverse founders", "char": "Atlanta early-stage fund for diverse founders addressing funding gaps", "engine": "chatgpt", "instead": ["Collab Capital", "Fearless Fund"]}, {"strength": "listed", "q": "Map Atlanta's startup ecosystem: capital, programs, spaces and community.", "qid": "atli_146", "family": "ecosystem_shape", "ev": "Zane VC/Venture Fund, now strongly oriented around health and preventative-care-related innovation", "char": "Fund oriented to health innovation and underrepresented founders; Zane Access program", "engine": "chatgpt", "instead": ["ATDC", "Atlanta Tech Village", "Startup Atlanta"]}, {"strength": "listed", "q": "Build me a target list of 15 Atlanta-area seed investors for a healthtech company.", "qid": "atli_015", "family": "capital_path", "ev": "4 Zane Venture Fund VC, Early-stage Smaller checks Addresses the capital gap for diverse founders in the Southeast", "char": "Early-stage fund closing capital gap for diverse Southeast founders, healthtech a stated focus", "engine": "claude", "instead": ["BIP Ventures"]}, {"strength": "listed", "q": "Are there Atlanta funds that will back a pre-product founder on the strength of the team?", "qid": "atli_020", "family": "capital_path", "ev": "Zane Venture Fund — early-stage, Southeast-focused, emphasis on diverse founders and teams.", "char": "Early-stage Southeast fund emphasizing diverse founders; likely wants some early signal", "engine": "claude", "instead": ["Overline"]}, {"strength": "listed", "q": "A Black woman founder in Atlanta raising $1M: who realistically writes that check?", "qid": "atli_029", "family": "capital_path", "ev": "Zane Venture Fund — Southeast-focused, explicitly targets diverse founders.", "char": "Southeast fund explicitly targeting diverse founders", "engine": "claude", "instead": ["Collab Capital"]}, {"strength": "listed", "q": "Where does a first-generation founder in Atlanta with no family capital start?", "qid": "atli_140", "family": "inclusion", "ev": "Zane Venture Fund — an Atlanta-based fund focused on underrepresented founders in the Southeast and other overlooked regions.", "char": "Atlanta fund for underrepresented founders in the Southeast", "engine": "claude", "instead": ["ATDC", "Atlanta Tech Village"]}], "own_pages": [{"url": "https://www.zane.vc/", "answers": 3}], "q_named": 22, "q_total": 190, "cite_split": {"cited": [3, 1], "uncited": [27, 0]}, "type_label": "Venture fund", "best_for": [{"id": "underrepresented_founder", "label": "I'm an underrepresented founder", "rec": 1}], "described": ["Clean match: $50k-$500k, pre-seed to Series A, Atlanta-based, underrepresented founders", "Syndicate participant writing $50K-$500K, not a full-round lead", "Investment fund for diverse early-stage tech founders bridging seed-to-Series A", "Atlanta early-stage fund for diverse founders addressing funding gaps"], "fit_notes": [], "rec_rank": 41, "website": "https://www.zane.vc", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Zane Venture Fund is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Zane Venture Fund in 30 of 760 answers, and the engines pick it in 1. Where the terms aren't written down, the engines hedge or point elsewhere.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://www.zane.vc/. The engines cited it in 3 of the answers that name Zane Venture Fund, more than any other page on your site.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Zane Venture Fund is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? 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On these questions, watch whether the engines describe Zane Venture Fund the way this page does.", "n": 1, "id": "zane-venture-fund-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Zane Venture Fund can't take to Collab Capital and ATDC", "who": "Program or fund lead", "time": "10 min", "why": "When the engines name Zane Venture Fund but recommend someone else, they most often recommend Collab Capital (6 answers) and ATDC (6 answers). A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let Collab Capital know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Zane Venture Fund? Collab Capital and ATDC are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "Collab Capital", "slug": "collab-capital", "answers": 6}, {"name": "ATDC", "slug": "atdc", "answers": 6}], "questions": ["Which Atlanta funds write pre-seed checks under $500k?", "Compare the main early-stage venture funds based in Atlanta by stage and check size.", "A Black woman founder in Atlanta raising $1M: who realistically writes that check?", "Which Atlanta programs for underrepresented founders lead to actual investment rather than a certificate?", "Are there venture funds in Atlanta run by Black investors?"], "words": [], "check": "In December, watch the answers that turn founders away from Zane Venture Fund: do they name an Atlanta option next?", "n": 2, "id": "zane-venture-fund-referral-2", "status": "open"}, {"kind": "verify", "title": "Check Zane Venture Fund's row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. 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Which investors here have backed women-led companies?", "qid": "atli_137", "family": "inclusion", "ev": "Atlanta Seed Company — invests at the earliest technology stages, often leading first institutional rounds.", "char": "Earliest-stage tech investor that often leads first institutional rounds", "engine": "claude", "instead": ["Valor Ventures"]}, {"strength": "listed", "q": "Which Atlanta investors actually take cold inbound from founders they have never met?", "qid": "atli_013", "family": "capital_path", "ev": "Accepts cold submissions through a structured \"Fit Check\" survey on their site.", "char": "Cold submissions via a Fit Check survey, but requires live product and revenue", "engine": "gemini", "instead": ["BIP Ventures"]}, {"strength": "listed", "q": "Compare the main early-stage venture funds based in Atlanta by stage and check size.", "qid": "atli_011", "family": "capital_path", "ev": "A flexible local investor across the early lifecycle; currently deploying Atlanta Seed Fund II.", "char": "Flexible pre-seed through Series A investor in Southeast tech, deploying Fund II", "engine": "perplexity", "instead": ["Overline", "Tech Square Ventures"]}, {"strength": "listed", "q": "Build me a target list of 15 Atlanta-area seed investors for a healthtech company.", "qid": "atli_015", "family": "capital_path", "ev": "It explicitly invests from pre-seed through Series A and has identified healthcare IT as part of its focus", "char": "Pre-seed through Series A generalist with healthcare IT focus", "engine": "perplexity", "instead": ["BIP Ventures"]}], "own_pages": [{"url": "https://www.atlantaseedcompany.com/", "answers": 8}, {"url": "https://www.atlantaseedcompany.com/post/2025-carta-insights-southeast-startup-fundraising-guide", "answers": 1}, {"url": "https://www.atlantaseedcompany.com/blog", "answers": 1}], "q_named": 16, "q_total": 190, "cite_split": {"cited": [8, 0], "uncited": [17, 1]}, "type_label": "Seed fund", "best_for": [{"id": "seed_founder_raising", "label": "I'm raising a pre-seed or seed round", "rec": 1}], "described": ["Earliest-stage tech investor that often leads first institutional rounds", "Pre-seed to Series A investor in enterprise software, SaaS, fintech", "Pre-seed to Series A enterprise software, SaaS and fintech investor leading first institutional rounds", "Positions itself as the first check, often leads first institutional rounds between angels and Series A"], "fit_notes": ["Explicitly excludes pre-revenue and pre-product startups", "Explicitly will not invest in pre-revenue or pre-product startups; don't spend capital there", "Early-stage lead best reached through intros or events rather than cold email"], "rec_rank": 42, "website": "https://www.atlantaseedcompany.com", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Atlanta Seed Company is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Atlanta Seed Company in 25 of 760 answers, and the engines pick it in 1. 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If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Atlanta Seed Company is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? 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A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let Atlanta Ventures know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Atlanta Seed Company? Atlanta Ventures and Atlanta Technology Angels are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "Atlanta Ventures", "slug": "atlanta-ventures", "answers": 2}, {"name": "Atlanta Technology Angels", "slug": "atlanta-technology-angels", "answers": 1}], "questions": ["Atlanta angel groups that fund pre-revenue software companies", "Are there Atlanta funds that will back a pre-product founder on the strength of the team?", "Which Atlanta investors actually take cold inbound from founders they have never met?", "I have an Atlanta B2B SaaS company at $40k MRR. Which local investors should be on my raise list?", "I am a woman founder in Atlanta raising a seed round. 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spread across the metro?", "qid": "atli_073", "family": "front_door", "ev": "Corporate and applied-tech activity, including Atlanta Tech Park and a broader suburban innovation base.", "char": "Part of the Peachtree Corners/Gwinnett suburban applied-tech node", "engine": "perplexity", "instead": ["Georgia Tech"]}, {"strength": "listed", "q": "Where do Atlanta founders on the north side of the metro work?", "qid": "atli_101", "family": "space_community", "ev": "Atlanta Tech Park is at 107 Technology Parkway", "char": "Peachtree Corners hub at 107 Technology Parkway for IoT, mobility and enterprise companies", "engine": "perplexity", "instead": ["Atlanta Tech Village"]}, {"strength": "listed", "q": "Map Atlanta's startup ecosystem: capital, programs, spaces and community.", "qid": "atli_146", "family": "ecosystem_shape", "ev": "Atlanta Tech Park provides a 43,000-square-foot technology hub with coworking, meeting rooms, and event space", "char": "43,000-square-foot tech hub with coworking, events and investor access", "engine": "perplexity", "instead": ["ATDC", "Engage", "Atlanta Tech Village"]}, {"strength": "mentioned", "q": "I run a startup in Atlanta's northern suburbs. What do the cities outside Atlanta offer startups that the city itself doesn't?", "qid": "atlp_026", "family": "public_sector", "ev": "opened in Peachtree Corners, at Atlanta Tech Park and Curiosity Lab", "char": "Peachtree Corners venue that hosted the tech week opening", "engine": "claude", "instead": ["Curiosity Lab at Peachtree Corners"]}], "own_pages": [{"url": "https://www.atlantatechpark.com/", "answers": 1}, {"url": "https://www.atlantatechpark.com/tech-accelerator-why-the-park-is-different", "answers": 1}], "q_named": 13, "q_total": 190, "cite_split": {"cited": [2, 1], "uncited": [11, 0]}, "type_label": "Space and community", "best_for": [{"id": "idea_stage_founder", "label": "I have an idea and no network yet", "rec": 1}], "described": ["Suburban Peachtree Corners hub with startup workspace and innovation programming", "Accelerator that includes structured introductions to aligned investors, though it writes no checks", "Peachtree Corners accelerator with customized plans and no equity taken", "43,000 sq ft accelerator and coworking space with investor and mentor access"], "fit_notes": [], "rec_rank": 45, "website": "https://atlantatechpark.com", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Atlanta Tech Park is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Atlanta Tech Park in 13 of 760 answers, and the engines pick it in 1. Where the terms aren't written down, the engines hedge or point elsewhere.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Pick the page that best describes what Atlanta Tech Park offers founders. The engines rarely cite your own site today, so a clear, current page is the fastest way to be quoted correctly.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Atlanta Tech Park is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Which metro Atlanta suburbs have their own startup incubators worth applying to?", "Which Atlanta buildings or campuses have the highest concentration of startups?", "Where in Atlanta do early-stage tech founders actually work day to day?", "Are Atlanta's startup community spaces worth the commute from the suburbs?", "Atlanta cofounder matching events or programs"], "words": [{"text": "including Prototype Prime, Atlanta Tech Park and The Cranium Incubator", "engine": "ChatGPT", "q": "Which metro Atlanta suburbs have their own startup incubators worth applying to?"}, {"text": "Outside the city core, Atlanta Tech Park provides startup workspace and innovation programming in Peachtree Corners.", "engine": "ChatGPT", "q": "Which Atlanta buildings or campuses have the highest concentration of startups?"}, {"text": "Atlanta Tech Park — Another accelerator/coworking option, with a 43,000-square-foot facility", "engine": "Claude", "q": "Where in Atlanta do early-stage tech founders actually work day to day?"}], "page": null, "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Atlanta Tech Park the way this page does.", "n": 1, "id": "atlanta-tech-park-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Atlanta Tech Park can't take to Atlanta Tech Village and Curiosity Lab at Peachtree Corners", "who": "Program or fund lead", "time": "10 min", "why": "When the engines name Atlanta Tech Park but recommend someone else, they most often recommend Atlanta Tech Village (6 answers) and Curiosity Lab at Peachtree Corners (2 answers). A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let Atlanta Tech Village know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Atlanta Tech Park? Atlanta Tech Village and Curiosity Lab at Peachtree Corners are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 6}, {"name": "Curiosity Lab at Peachtree Corners", "slug": "curiosity-lab-at-peachtree-corners", "answers": 2}], "questions": ["Which metro Atlanta suburbs have their own startup incubators worth applying to?", "Which Atlanta buildings or campuses have the highest concentration of startups?", "Where in Atlanta do early-stage tech founders actually work day to day?", "Are Atlanta's startup community spaces worth the commute from the suburbs?", "Atlanta cofounder matching events or programs"], "words": [], "check": "In December, watch the answers that turn founders away from Atlanta Tech Park: do they name an Atlanta option next?", "n": 2, "id": "atlanta-tech-park-referral-2", "status": "open"}, {"kind": "lists", "title": "Get Atlanta Tech Park onto the 3 most-cited Atlanta lists it's missing from", "who": "Marketing or communications lead", "time": "15 min", "why": "When founders ask about Atlanta's ecosystem, the engines lean on a handful of lists far more than on anyone's own site. We read the eight they cite most on September 13, 2026. Atlanta Tech Park isn't on these.", "helps": "Every accurate listing makes the whole ecosystem easier for the engines to describe.", "steps": ["Startup Atlanta Guide: Programs (43 citations): https://guide.startupatlanta.com/programs", "Nucamp: Top 10 Tech Coworking Spaces and Incubators (24 answers): https://www.nucamp.co/blog/top-10-tech-coworking-spaces-and-incubators-in-atlanta-ga-in-2026", "Startup Atlanta Guide: Inclusive Innovation (19 citations): https://guide.startupatlanta.com/inclusive-innovation", "Some are short “top five” lists. Ask anyway, and ask to be considered for the next update."], "lists": [{"title": "Startup Atlanta Guide: Programs", "url": "https://guide.startupatlanta.com/programs", "reach": "43 citations"}, {"title": "Nucamp: Top 10 Tech Coworking Spaces and Incubators", "url": "https://www.nucamp.co/blog/top-10-tech-coworking-spaces-and-incubators-in-atlanta-ga-in-2026", "reach": "24 answers"}, {"title": "Startup Atlanta Guide: Inclusive Innovation", "url": "https://guide.startupatlanta.com/inclusive-innovation", "reach": "19 citations"}], "copy": {"label": "A note to each editor", "text": "Hi, your page “[list title]” is one of the sources AI assistants cite when founders ask about Atlanta's startup ecosystem. Atlanta Tech Park isn't on it yet. Atlanta Tech Park [one sentence on who you serve and what founders get]. Details are at [your page]. Glad to send anything you need for your next update. Thank you, [name], Atlanta Tech Park"}, "questions": [], "words": [], "check": "We re-read the same lists before the December re-measure and mark what changed.", "n": 3, "id": "atlanta-tech-park-lists-3", "status": "open"}, {"kind": "verify", "title": "Check Atlanta Tech Park's row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. That's it."], "questions": [], "words": [], "check": "The re-measure checks whether the engines describe your terms correctly.", "n": 4, "id": "atlanta-tech-park-verify-4", "status": "open"}], "cited_with": [{"d": "atlantatechvillage.com", "n": 5, "own": false}, {"d": "techsquareatl.com", "n": 4, "own": false}, {"d": "ventureatlanta.org", "n": 4, "own": false}, {"d": "atdc.org", "n": 3, "own": false}, {"d": "startupatlanta.com", "n": 3, "own": false}, {"d": "atlantatech.news", "n": 3, "own": false}], "by_engine": {"chatgpt": [190, 2, 0], "claude": [190, 5, 1], "gemini": [190, 3, 0], "perplexity": [190, 3, 0]}}, {"id": "ohub", "slug": "ohub", "name": "OHUB", "type": "org", "n": 760, "named": 13, "rec": 1, "named_pct": 1.7, "rec_pct": 0.1, "families": [{"id": "inclusion", "label": "Underrepresented founders", "named": 9, "rec": 1}, {"id": "program_selection", "label": "Choosing a program", "named": 1, "rec": 0}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 1, "rec": 0}, {"id": "talent", "label": "Hiring and cofounders", "named": 1, "rec": 0}, {"id": "university_pipeline", "label": "Universities and students", "named": 1, "rec": 0}], "instead": [{"name": "Goodie Nation", "slug": "goodie-nation", "answers": 1}, {"name": "The Gathering Spot", "slug": "the-gathering-spot", "answers": 1}, {"name": "ATDC", "slug": "atdc", "answers": 1}, {"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 1}], "own_site_cited": 2, "quotes": [{"text": "One of the most directly aligned organizations for startups looking for HBCU-connected talent.", "engine": "chatgpt", "q": "Atlanta's historically Black colleges produce a lot of talent. Which organizations connect that talent to startups?"}], "passed": [{"strength": "cautioned", "q": "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?", "qid": "atli_127", "family": "inclusion", "ev": "Opportunity Hub (OHUB) runs programming, investor education, and ecosystem work; the entity that may invest is its 100 Black Angels & Allies Fund affiliate.", "char": "Programming and education organization, not itself a check-writer", "engine": "perplexity", "instead": ["Collab Capital", "Zane Venture Fund"]}, {"strength": "mentioned", "q": "Where do Black founders in Atlanta find mentorship from people who have actually exited?", "qid": "atli_134", "family": "inclusion", "ev": "Rodney Sampson Multiverse Media (Exited) Opportunity Hub (OHUB), Ecosystem Advocacy", "char": "Rodney Sampson's ecosystem advocacy platform listed in the mentor table", "engine": "gemini", "instead": ["Goodie Nation", "The Gathering Spot"]}, {"strength": "listed", "q": "Which Atlanta organizations run talent or hiring programs for startups?", "qid": "atli_120", "family": "talent", "ev": "Per Scholas, TechBridge/Goodwill, VECTR, and OHUB for skills-based and more inclusive talent sourcing.", "char": "Technical education and entrepreneurship networks for inclusive talent sourcing", "engine": "perplexity", "instead": ["ATDC", "Atlanta Tech Village", "Hypepotamus"]}, {"strength": "listed", "q": "I want to start a company while I'm in college. What does Atlanta offer student founders that I should know before I choose a school?", "qid": "atlp_005", "family": "university_pipeline", "ev": "cross-campus initiatives like the Russell Innovation Center for Entrepreneurs (RICE) and Opportunity Hub (OHUB)", "char": "Cross-campus initiative available to AUC students", "engine": "gemini", "instead": ["Georgia Tech", "Georgia Tech CREATE-X"]}], "own_pages": [{"url": "https://opportunityhub.co/next", "answers": 1}, {"url": "https://opportunityhub.co/wp-content/uploads/2020/01/Partner-Presentation_-OHUB.SXSW-March-12-16-2020.pdf", "answers": 1}, {"url": "https://opportunityhub.co/btei", "answers": 1}, {"url": "https://opportunityhub.co/hgcb", "answers": 1}, {"url": "https://opportunityhub.co/partnerships/become-a-partner", "answers": 1}, {"url": "https://opportunityhub.co/our-story/reports", "answers": 1}], "q_named": 9, "q_total": 190, "cite_split": {"cited": [2, 0], "uncited": [11, 1]}, "type_label": "Ecosystem organization", "best_for": [{"id": "underrepresented_founder", "label": "I'm an underrepresented founder", "rec": 1}], "described": ["Most directly aligned org connecting HBCU students to startup, VC and tech careers", "Education and training for aspiring technologists and entrepreneurs", "Runs a social-good tech accelerator for diverse early-stage software companies", "Rodney Sampson's org; HBCU investing certificate and SXSW student pipeline, now merged into TechSquare Labs"], "fit_notes": ["Programming and education organization, not itself a check-writer"], "rec_rank": 46, "website": "https://opportunityhub.co", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who OHUB is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name OHUB in 13 of 760 answers, and the engines pick it in 1. When they pass it over, they usually give a reason, and 1 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Pick the page that best describes what OHUB offers founders. The engines rarely cite your own site today, so a clear, current page is the fastest way to be quoted correctly.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Programming and education organization, not itself a check-writer.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who OHUB is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?"], "words": [{"text": "Opportunity Hub (OHUB) runs programming, investor education, and ecosystem work; the entity that may invest is its 100 Black Angels & Allies Fund affiliate.", "engine": "Perplexity", "q": "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?"}], "page": null, "check": "In December we ask the same questions again. On these questions, watch whether the engines describe OHUB the way this page does.", "n": 1, "id": "ohub-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders OHUB can't take to Collab Capital and Zane Venture Fund", "who": "Program or fund lead", "time": "10 min", "why": "In the answers where the engines turned founders away from OHUB for fit, they sent them to Collab Capital and Zane Venture Fund instead. A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let Collab Capital know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for OHUB? Collab Capital and Zane Venture Fund are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "Collab Capital", "slug": "collab-capital", "answers": 1}, {"name": "Zane Venture Fund", "slug": "zane-venture-fund", "answers": 1}], "questions": ["Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?", "Where do Black founders in Atlanta find mentorship from people who have actually exited?", "Which Atlanta organizations run talent or hiring programs for startups?", "I want to start a company while I'm in college. What does Atlanta offer student founders that I should know before I choose a school?"], "words": [], "check": "In December, watch the answers that turn founders away from OHUB: do they name an Atlanta option next?", "n": 2, "id": "ohub-referral-2", "status": "open"}, {"kind": "verify", "title": "Check OHUB's row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. That's it."], "questions": [], "words": [], "check": "The re-measure checks whether the engines describe your terms correctly.", "n": 3, "id": "ohub-verify-3", "status": "open"}], "cited_with": [{"d": "guide.startupatlanta.com", "n": 6, "own": false}, {"d": "atlantatechvillage.com", "n": 3, "own": false}, {"d": "linkedin.com", "n": 3, "own": false}, {"d": "atdc.org", "n": 2, "own": false}, {"d": "hypepotamus.com", "n": 2, "own": false}, {"d": "fi.co", "n": 2, "own": false}], "by_engine": {"chatgpt": [190, 2, 1], "claude": [190, 5, 0], "gemini": [190, 3, 0], "perplexity": [190, 3, 0]}}, {"id": "morehouse_college", "slug": "morehouse-college", "name": "Morehouse College", "type": "university", "n": 760, "named": 71, "rec": 0, "named_pct": 9.3, "rec_pct": 0.0, "families": [{"id": "university_pipeline", "label": "Universities and students", "named": 34, "rec": 0}, {"id": "inclusion", "label": "Underrepresented founders", "named": 16, "rec": 0}, {"id": "talent", "label": "Hiring and cofounders", "named": 5, "rec": 0}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 5, "rec": 0}, {"id": "front_door", "label": "Where to start", "named": 4, "rec": 0}, {"id": "program_selection", "label": "Choosing a program", "named": 3, "rec": 0}, {"id": "public_sector", "label": "City and state support", "named": 3, "rec": 0}, {"id": "sector", "label": "Sector fit", "named": 1, "rec": 0}], "instead": [{"name": "Georgia Tech", "slug": "georgia-tech", "answers": 26}, {"name": "ATDC", "slug": "atdc", "answers": 9}, {"name": "Georgia Tech CREATE-X", "slug": "georgia-tech-create-x", "answers": 8}, {"name": "Emory University", "slug": "emory-university", "answers": 7}], "own_site_cited": 7, "quotes": [], "passed": [{"strength": "listed", "q": "Free or low-cost startup programs in metro Atlanta", "qid": "atli_035", "family": "program_selection", "ev": "strong for capacity-building and supplier opportunities", "char": "Capacity-building and supplier/contracting readiness programs", "engine": "chatgpt", "instead": ["University of Georgia"]}, {"strength": "listed", "q": "Which Atlanta communities are the best place to recruit early employees rather than post a job ad?", "qid": "atli_125", "family": "talent", "ev": "Atlanta’s talent pipeline benefits heavily from Georgia Tech, Morehouse, Emory, and Spelman.", "char": "Named as part of Atlanta's talent pipeline for recruiting", "engine": "chatgpt", "instead": ["Georgia Tech", "Atlanta Tech Village"]}, {"strength": "mentioned", "q": "Atlanta's historically Black colleges produce a lot of talent. Which organizations connect that talent to startups?", "qid": "atli_135", "family": "inclusion", "ev": "which includes Morehouse College, Spelman College, and Clark Atlanta University", "char": "HBCU named as part of the AUC talent pipeline", "engine": "chatgpt", "instead": ["OHUB"]}, {"strength": "mentioned", "q": "How would you describe Atlanta's startup ecosystem, and which organizations anchor it?", "qid": "atli_141", "family": "ecosystem_shape", "ev": "Morehouse College, Spelman College, and Georgia State University contribute engineers, researchers, founders, and business talent", "char": "HBCU contributing to the talent pipeline", "engine": "chatgpt", "instead": ["Georgia Tech", "ATDC", "Atlanta Tech Village"]}, {"strength": "listed", "q": "Who are the most important people and organizations in Atlanta tech?", "qid": "atli_144", "family": "ecosystem_shape", "ev": "Morehouse College — important for talent diversity and entrepreneurship.", "char": "Important for talent diversity and entrepreneurship", "engine": "chatgpt", "instead": ["Georgia Tech"]}, {"strength": "mentioned", "q": "What should a college student in Atlanta do to get into the startup world?", "qid": "atli_070", "family": "front_door", "ev": "If you're at an HBCU (Morehouse, Spelman, Clark Atlanta)", "char": "HBCU whose students RICE pipelines serve", "engine": "claude", "instead": ["Georgia Tech CREATE-X", "Atlanta Tech Village"]}, {"strength": "mentioned", "q": "Where do Black founders in Atlanta find mentorship from people who have actually exited?", "qid": "atli_134", "family": "inclusion", "ev": "Mike Ross, an angel investor and Morehouse alum, has been a connective node for years", "char": "Alma mater of angel investor Mike Ross, a connective node", "engine": "claude", "instead": ["Collab Capital", "Russell Innovation Center for Entrepreneurs", "Goodie Nation"]}, {"strength": "mentioned", "q": "Where do Black founders in Atlanta find mentorship from people who have actually exited?", "qid": "atli_134", "family": "inclusion", "ev": "A joint initiative between Spelman College, Morehouse College, and ecosystem partners.", "char": "Joint partner institution behind the CBE/LIFT initiative", "engine": "gemini", "instead": ["Goodie Nation", "The Gathering Spot"]}, {"strength": "listed", "q": "Free or low-cost startup programs in metro Atlanta", "qid": "atli_035", "family": "program_selection", "ev": "Morehouse College Entrepreneurship Center / TechSquare Labs ecosystem programs have supported minority-led technology startups", "char": "Programs supporting minority-led tech startups and small businesses, e.g. Ascend2020 Atlanta", "engine": "perplexity", "instead": ["ATDC", "Start:ME Atlanta"]}, {"strength": "mentioned", "q": "Where does someone starting a company in Atlanta go first?", "qid": "atli_059", "family": "front_door", "ev": "Atlanta’s university ecosystem includes Georgia Tech, Emory, Georgia State, and Morehouse-affiliated entrepreneurial programs.", "char": "Part of Atlanta's university entrepreneurship ecosystem", "engine": "perplexity", "instead": ["Startup Atlanta", "Invest Atlanta", "ATDC"]}], "own_pages": [{"url": "https://news.morehouse.edu/morehouse-innovation-entrepreneurship-center-government-contracts", "answers": 3}, {"url": "https://lp.morehouse.edu/startup-competition-2026-registration", "answers": 3}, {"url": "https://morehouse.edu/directory/grant-warner", "answers": 2}, {"url": "https://news.morehouse.edu/miec-celebrates-20th-anniversary", "answers": 2}, {"url": "https://morehouse.edu/academics/divisions/be/steem-initiative", "answers": 2}, {"url": "https://news.morehouse.edu/morehouse-college-receives-1-million-grant-from-jpmorgan-chase-to-grow-black-businesses-and-launch-atlanta-metro-regional-network-of-business-servicing-organizations", "answers": 2}], "q_named": 36, "q_total": 190, "cite_split": {"cited": [7, 0], "uncited": [64, 0]}, "type_label": "University (HBCU)", "best_for": [], "described": ["Capacity-building and supplier/contracting readiness programs", "Strong talent pool for business, leadership, communications and tech", "Named as part of Atlanta's talent pipeline for recruiting", "University network to tap if relevant to your industry; talent engine"], "fit_notes": [], "rec_rank": null, "website": "https://morehouse.edu", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Morehouse College is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Morehouse College in 71 of 760 answers, and the engines pick it in 0. Where the terms aren't written down, the engines hedge or point elsewhere.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://news.morehouse.edu/morehouse-innovation-entrepreneurship-center-government-contracts. The engines cited it in 3 of the answers that name Morehouse College, more than any other page on your site.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Morehouse College is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Free or low-cost startup programs in metro Atlanta", "Which Atlanta communities are the best place to recruit early employees rather than post a job ad?", "Atlanta's historically Black colleges produce a lot of talent. Which organizations connect that talent to startups?", "How would you describe Atlanta's startup ecosystem, and which organizations anchor it?", "Who are the most important people and organizations in Atlanta tech?"], "words": [{"text": "strong for capacity-building and supplier opportunities", "engine": "ChatGPT", "q": "Free or low-cost startup programs in metro Atlanta"}, {"text": "Atlanta’s talent pipeline benefits heavily from Georgia Tech, Morehouse, Emory, and Spelman.", "engine": "ChatGPT", "q": "Which Atlanta communities are the best place to recruit early employees rather than post a job ad?"}, {"text": "which includes Morehouse College, Spelman College, and Clark Atlanta University", "engine": "ChatGPT", "q": "Atlanta's historically Black colleges produce a lot of talent. Which organizations connect that talent to startups?"}], "page": "https://news.morehouse.edu/morehouse-innovation-entrepreneurship-center-government-contracts", "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Morehouse College the way this page does.", "n": 1, "id": "morehouse-college-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Morehouse College can't take to Georgia Tech and ATDC", "who": "Program or fund lead", "time": "10 min", "why": "When the engines name Morehouse College but recommend someone else, they most often recommend Georgia Tech (26 answers) and ATDC (9 answers). A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let Georgia Tech know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Morehouse College? Georgia Tech and ATDC are often a better match. 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See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "Georgia Tech", "slug": "georgia-tech", "answers": 23}, {"name": "Georgia Tech CREATE-X", "slug": "georgia-tech-create-x", "answers": 8}], "questions": ["What should a college student in Atlanta do to get into the startup world?", "Which Atlanta communities are the best place to recruit early employees rather than post a job ad?", "Atlanta's historically Black colleges produce a lot of talent. 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Can alumni still use its startup programs?", "qid": "atlp_008", "family": "university_pipeline", "ev": "(Emory, Georgia Tech, Georgia State, Morehouse, Spelman, Clark Atlanta, etc.)", "char": "Named only in the prompt asking which school the founder attended", "engine": "chatgpt", "instead": ["Emory University"]}, {"strength": "mentioned", "q": "Which Atlanta universities are strongest in AI research, and how do startups work with them?", "qid": "atlp_011", "family": "university_pipeline", "ev": "involving Emory, Georgia Tech, Clark Atlanta and other collaborators", "char": "Named as a collaborator in the regional AI research network", "engine": "chatgpt", "instead": ["Georgia Tech"]}, {"strength": "listed", "q": "Which Atlanta universities have the strongest startup accelerators or incubators for students?", "qid": "atlp_002", "family": "university_pipeline", "ev": "its curriculum is also available to Clark Atlanta and Morehouse School of Medicine students", "char": "AUC school whose students can access the CBE curriculum", "engine": "claude", "instead": ["Georgia Tech", "Georgia Tech CREATE-X"]}, {"strength": "listed", "q": "I'm a professor in Atlanta with research I want to commercialize. 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Where the terms aren't written down, the engines hedge or point elsewhere.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://www.cau.edu/research-innovation/innovation-hub/cau-center-innovation-and-entrepreneurial-development. The engines cited it in 6 of the answers that name Clark Atlanta University, more than any other page on your site.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Clark Atlanta University is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Atlanta's historically Black colleges produce a lot of talent. Which organizations connect that talent to startups?", "What should a college student in Atlanta do to get into the startup world?", "Who are the most important people and organizations in Atlanta tech?", "Atlanta internship pipelines for startups that cannot pay much", "How would you describe Atlanta's startup ecosystem, and which organizations anchor it?"], "words": [{"text": "which includes Morehouse College, Spelman College, and Clark Atlanta University", "engine": "ChatGPT", "q": "Atlanta's historically Black colleges produce a lot of talent. 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The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Clark Atlanta University? Georgia Tech and Emory University are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "Georgia Tech", "slug": "georgia-tech", "answers": 25}, {"name": "Emory University", "slug": "emory-university", "answers": 7}], "questions": ["Atlanta's historically Black colleges produce a lot of talent. Which organizations connect that talent to startups?", "What should a college student in Atlanta do to get into the startup world?", "Who are the most important people and organizations in Atlanta tech?", "Atlanta internship pipelines for startups that cannot pay much", "How would you describe Atlanta's startup ecosystem, and which organizations anchor it?"], "words": [], "check": "In December, watch the answers that turn founders away from Clark Atlanta University: do they name an Atlanta option next?", "n": 2, "id": "clark-atlanta-university-referral-2", "status": "open"}, {"kind": "verify", "title": "Check Clark Atlanta University's row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. 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When they pass it over, they usually give a reason, and 1 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Open https://www.coxenterprises.com/press-releases/cox-cleantech-accelerator-welcomes-a-new-cohort-advancing-atlanta-cleantech-innovation. The engines cited it in 4 of the answers that name Cox Enterprises, more than any other page on your site.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Corporate startup program; only useful if product fits that corporation.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Cox Enterprises is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? 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On these questions, watch whether the engines describe Cox Enterprises the way this page does.", "n": 1, "id": "cox-enterprises-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Cox Enterprises can't take to ATDC and Atlanta Tech Village", "who": "Program or fund lead", "time": "10 min", "why": "In the answers where the engines turned founders away from Cox Enterprises for fit, they sent them to ATDC and Atlanta Tech Village instead. A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let ATDC know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Cox Enterprises? ATDC and Atlanta Tech Village are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "ATDC", "slug": "atdc", "answers": 1}, {"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 1}], "questions": ["Which Atlanta startup organizations belong on a new founder's short list, and which can be skipped?", "Series A investors actively backing Atlanta and Southeast SaaS companies", "Corporate venture arms in Atlanta that invest in early-stage startups", "Compare the main startup incubators and accelerators in metro Atlanta. What is each one actually best at?", "Which Atlanta accelerators have the strongest investor demo days?"], "words": [], "check": "In December, watch the answers that turn founders away from Cox Enterprises: do they name an Atlanta option next?", "n": 2, "id": "cox-enterprises-referral-2", "status": "open"}, {"kind": "verify", "title": "Check Cox Enterprises' row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. 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What should I plug into in my first 30 days?", "qid": "atli_057", "family": "front_door", "ev": "Switchyards: A neighborhood work-club network with locations across Metro Atlanta", "char": "Neighborhood work-club network for drop-in work and meeting local builders", "engine": "gemini", "instead": ["ATDC"]}, {"strength": "listed", "q": "Give me a 30-60-90 day plan for plugging into Atlanta's startup community.", "qid": "atli_062", "family": "front_door", "ev": "Switchyards: Neighborhood work clubs across Metro Atlanta ideal for heads-down remote focus and local founder connections.", "char": "Neighborhood work clubs for focused work and local founder connections", "engine": "gemini", "instead": ["Atlanta Tech Village", "ATDC"]}, {"strength": "listed", "q": "My cofounder and I are both new to Atlanta and know nobody here. What is the fastest way in?", "qid": "atli_068", "family": "front_door", "ev": "It is one of the easiest ways to meet indie hackers, designers, and early-stage founders in a casual setting.", "char": "24/7 neighborhood work clubs; easy casual way to meet indie hackers and founders", "engine": "gemini", "instead": ["Atlanta Tech Village", "ATDC"]}, {"strength": "listed", "q": "Best place in Atlanta for a founder building developer tools", "qid": "atli_088", "family": "sector", "ev": "Switchyards operates several neighborhood clubs across Atlanta (Downtown, Inman Park, Decatur, West Midtown)", "char": "Neighborhood work clubs for quiet deep work by solo technical founders", "engine": "gemini", "instead": ["ATDC"]}, {"strength": "listed", "q": "Where in Atlanta do early-stage tech founders actually work day to day?", "qid": "atli_096", "family": "space_community", "ev": "Low-cost, 24/7 access across dozens of neighborhood locations ... without the performative networking noise", "char": "Low-cost 24/7 neighborhood work clubs for heads-down solo founders", "engine": "gemini", "instead": ["Atlanta Tech Village"]}], "own_pages": [], "q_named": 28, "q_total": 190, "cite_split": {"cited": [0, 0], "uncited": [33, 0]}, "type_label": "Space and community", "best_for": [], "described": ["Neighborhood founder/remote-worker clubs at low cost, good for focus plus community", "Coworking with a community bent for early-stage founders", "Neighborhood work club that opened a Roswell location after raising $5M", "Coworking option suited to solo and remote workers"], "fit_notes": ["Good 24/7 heads-down workspace but not where founders concentrate", "Cheap individual memberships but poor fit as a five-person team headquarters", "General coworking network, only lightly relevant to hardware founders"], "rec_rank": null, "website": "https://switchyards.com", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Switchyards is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Switchyards in 33 of 760 answers, and the engines pick it in 0. When they pass it over, they usually give a reason, and 3 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Pick the page that best describes what Switchyards offers founders. The engines rarely cite your own site today, so a clear, current page is the fastest way to be quoted correctly.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Good 24/7 heads-down workspace but not where founders concentrate.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Switchyards is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["Where in Atlanta do early-stage tech founders actually work day to day?", "Best coworking space in Atlanta for a startup with five employees", "Startup spaces in Atlanta with lab or hardware facilities"], "words": [{"text": "They're good workplaces, but I wouldn't choose them solely to maximize founder collisions.", "engine": "ChatGPT", "q": "Where in Atlanta do early-stage tech founders actually work day to day?"}, {"text": "Great value, but less ideal as a five-person team HQ", "engine": "ChatGPT", "q": "Best coworking space in Atlanta for a startup with five employees"}, {"text": "more of a general startup-community coworking network, but sometimes mentioned alongside these ... in a lighter-touch way", "engine": "Claude", "q": "Startup spaces in Atlanta with lab or hardware facilities"}], "page": null, "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Switchyards the way this page does.", "n": 1, "id": "switchyards-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Switchyards can't take to Atlanta Tech Village and ATDC", "who": "Program or fund lead", "time": "10 min", "why": "In the answers where the engines turned founders away from Switchyards for fit, they sent them to Atlanta Tech Village and ATDC instead. A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let Atlanta Tech Village know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Switchyards? Atlanta Tech Village and ATDC are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "answers": 2}, {"name": "ATDC", "slug": "atdc", "answers": 2}], "questions": ["Where in Atlanta do early-stage tech founders actually work day to day?", "Best coworking space in Atlanta for a startup with five employees", "Startup spaces in Atlanta with lab or hardware facilities", "Where does someone starting a company in Atlanta go first?", "Where do Atlanta founders on the north side of the metro work?"], "words": [], "check": "In December, watch the answers that turn founders away from Switchyards: do they name an Atlanta option next?", "n": 2, "id": "switchyards-referral-2", "status": "open"}, {"kind": "lists", "title": "Get Switchyards onto the 3 most-cited Atlanta lists it's missing from", "who": "Marketing or communications lead", "time": "15 min", "why": "When founders ask about Atlanta's ecosystem, the engines lean on a handful of lists far more than on anyone's own site. We read the eight they cite most on September 13, 2026. Switchyards isn't on these.", "helps": "Every accurate listing makes the whole ecosystem easier for the engines to describe.", "steps": ["Startup Accelerator List: Accelerators and Incubators in Atlanta (63 answers): https://startupacceleratorlist.com/locations/startup-incubators-in-atlanta", "Startup Atlanta Guide: Programs (43 citations): https://guide.startupatlanta.com/programs", "Startup Atlanta Guide: Inclusive Innovation (19 citations): https://guide.startupatlanta.com/inclusive-innovation", "Some are short “top five” lists. Ask anyway, and ask to be considered for the next update."], "lists": [{"title": "Startup Accelerator List: Accelerators and Incubators in Atlanta", "url": "https://startupacceleratorlist.com/locations/startup-incubators-in-atlanta", "reach": "63 answers"}, {"title": "Startup Atlanta Guide: Programs", "url": "https://guide.startupatlanta.com/programs", "reach": "43 citations"}, {"title": "Startup Atlanta Guide: Inclusive Innovation", "url": "https://guide.startupatlanta.com/inclusive-innovation", "reach": "19 citations"}], "copy": {"label": "A note to each editor", "text": "Hi, your page “[list title]” is one of the sources AI assistants cite when founders ask about Atlanta's startup ecosystem. Switchyards isn't on it yet. Switchyards [one sentence on who you serve and what founders get]. Details are at [your page]. Glad to send anything you need for your next update. Thank you, [name], Switchyards"}, "questions": [], "words": [], "check": "We re-read the same lists before the December re-measure and mark what changed.", "n": 3, "id": "switchyards-lists-3", "status": "open"}, {"kind": "verify", "title": "Check Switchyards' row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. That's it."], "questions": [], "words": [], "check": "The re-measure checks whether the engines describe your terms correctly.", "n": 4, "id": "switchyards-verify-4", "status": "open"}], "cited_with": [{"d": "atlantatechvillage.com", "n": 20, "own": false}, {"d": "atdc.org", "n": 14, "own": false}, {"d": "switchyards.com", "n": 7, "own": false}, {"d": "meetup.com", "n": 7, "own": false}, {"d": "nucamp.co", "n": 7, "own": false}, {"d": "techsquareatl.com", "n": 5, "own": false}], "by_engine": {"chatgpt": [190, 4, 0], "claude": [190, 4, 0], "gemini": [190, 24, 0], "perplexity": [190, 1, 0]}}, {"id": "noro_moseley_partners", "slug": "noro-moseley-partners", "name": "Noro-Moseley Partners", "type": "fund", "n": 760, "named": 15, "rec": 0, "named_pct": 2.0, "rec_pct": 0.0, "families": [{"id": "capital_path", "label": "Raising money", "named": 11, "rec": 0}, {"id": "sector", "label": "Sector fit", "named": 2, "rec": 0}, {"id": "talent", "label": "Hiring and cofounders", "named": 1, "rec": 0}, {"id": "ecosystem_shape", "label": "How the ecosystem works", "named": 1, "rec": 0}], "instead": [{"name": "ATDC", "slug": "atdc", "answers": 3}, {"name": "Tech Square Ventures", "slug": "tech-square-ventures", "answers": 2}, {"name": "BIP Ventures", "slug": "bip-ventures", "answers": 2}, {"name": "Overline", "slug": "overline", "answers": 1}], "own_site_cited": 1, "quotes": [], "passed": [{"strength": "cautioned", "q": "I have an Atlanta B2B SaaS company at $40k MRR. Which local investors should be on my raise list?", "qid": "atli_006", "family": "capital_path", "ev": "at $480k ARR I would generally view them as more of a later/next-round relationship than one of your first calls", "char": "Worth cultivating but a later/next-round relationship at $480k ARR", "engine": "chatgpt", "instead": ["Tech Square Ventures"]}, {"strength": "mentioned", "q": "Which Atlanta investors actually take cold inbound from founders they have never met?", "qid": "atli_013", "family": "capital_path", "ev": "investors including Overline, Tech Square Ventures, Noro-Moseley, Silicon Road, TTV and others", "char": "Named as one of the investors participating at Venture Atlanta", "engine": "chatgpt", "instead": ["Overline", "Valor Ventures"]}, {"strength": "listed", "q": "Build me a target list of 15 Atlanta-area seed investors for a healthtech company.", "qid": "atli_015", "family": "capital_path", "ev": "Deep Atlanta healthcare investing pedigree. Explicit healthcare focus", "char": "Deep healthcare investing pedigree; better at strong seed+/Series A traction", "engine": "chatgpt", "instead": ["Atlanta Ventures"]}, {"strength": "listed", "q": "Series A investors actively backing Atlanta and Southeast SaaS companies", "qid": "atli_018", "family": "capital_path", "ev": "Series A / growth; $5M-$20M target investment Particularly interesting for a larger A.", "char": "Series A/growth, $5M-$20M checks; interesting for a larger round", "engine": "chatgpt", "instead": ["Tech Square Ventures", "BIP Ventures"]}, {"strength": "listed", "q": "Where do Atlanta founders find fractional CTOs or technical advisors?", "qid": "atli_122", "family": "talent", "ev": "Local VCs (Noro-Moseley, Panoramic Ventures, TTV Capital) often have a bench of fractional CTOs they've worked with before", "char": "Local VC with a bench of fractional CTOs and warm intros", "engine": "claude", "instead": ["ATDC"]}, {"strength": "listed", "q": "Build me a target list of 15 Atlanta-area seed investors for a healthtech company.", "qid": "atli_015", "family": "capital_path", "ev": "More compelling for a seed company with enterprise traction, recurring revenue, or a clear path to a larger institutional round.", "char": "Selective seed to later stage; better after enterprise traction and recurring revenue", "engine": "perplexity", "instead": ["BIP Ventures"]}, {"strength": "listed", "q": "Atlanta biotech and life sciences startups: which organizations support them?", "qid": "atli_092", "family": "sector", "ev": "Atlanta also has investors such as Wellstar Catalyst, SteelSky Ventures, Noro-Moseley Partners, Fulcrum Equity Partners", "char": "Local firm investing in healthcare software and growth-stage companies", "engine": "perplexity", "instead": ["ATDC"]}, {"strength": "listed", "q": "Map Atlanta's startup ecosystem: capital, programs, spaces and community.", "qid": "atli_146", "family": "ecosystem_shape", "ev": "Noro-Moseley Partners is a long-running Southeast growth-equity and technology investor", "char": "Long-running Southeast growth-equity investor for companies with traction", "engine": "perplexity", "instead": ["ATDC", "Engage", "Atlanta Tech Village"]}], "own_pages": [{"url": "https://noromoseley.com/", "answers": 1}], "q_named": 13, "q_total": 190, "cite_split": {"cited": [1, 0], "uncited": [14, 0]}, "type_label": "Venture fund", "best_for": [], "described": ["Atlanta firm named among those participating at different stages", "Deep healthcare investing pedigree; better at strong seed+/Series A traction", "Series A/growth, $5M-$20M checks; interesting for a larger round", "Longstanding Atlanta firm investing in early-growth-stage tech companies"], "fit_notes": ["Worth cultivating but a later/next-round relationship at $480k ARR"], "rec_rank": null, "website": "https://noromoseley.com", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Noro-Moseley Partners is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Noro-Moseley Partners in 15 of 760 answers, and the engines pick it in 0. When they pass it over, they usually give a reason, and 1 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Pick the page that best describes what Noro-Moseley Partners offers founders. The engines rarely cite your own site today, so a clear, current page is the fastest way to be quoted correctly.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Worth cultivating but a later/next-round relationship at $480k ARR.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). If it is wrong, correct it in one sentence on this page.", "Keep it as text on the page, not inside an image, a PDF or a slide deck, so the engines can read it."], "copy": {"label": "A block to adapt", "text": "Who Noro-Moseley Partners is for: [stage and type of founder]. What it takes: [fee, equity or check size]. How to apply: [link]. Next intake: [date]. Not the right fit? [the Atlanta programs or funds that are]."}, "questions": ["I have an Atlanta B2B SaaS company at $40k MRR. Which local investors should be on my raise list?"], "words": [{"text": "at $480k ARR I would generally view them as more of a later/next-round relationship than one of your first calls", "engine": "ChatGPT", "q": "I have an Atlanta B2B SaaS company at $40k MRR. Which local investors should be on my raise list?"}], "page": null, "check": "In December we ask the same questions again. On these questions, watch whether the engines describe Noro-Moseley Partners the way this page does.", "n": 1, "id": "noro-moseley-partners-page-1", "status": "open"}, {"kind": "referral", "title": "Point the founders Noro-Moseley Partners can't take to Tech Square Ventures", "who": "Program or fund lead", "time": "10 min", "why": "In the answers where the engines turned founders away from Noro-Moseley Partners for fit, they sent them to Tech Square Ventures instead. A founder who hears no from one Atlanta door should land at another Atlanta door, not another city.", "helps": "This is the habit that makes Atlanta feel like one ecosystem to the engines, and to founders.", "steps": ["Add the line below wherever a founder finds out they don't fit: your eligibility section, FAQ or application page.", "When PursueATL publishes the Atlanta programs and funds comparison, link to it from the same line.", "Let Tech Square Ventures know you did it. The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Noro-Moseley Partners? Tech Square Ventures is often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "Tech Square Ventures", "slug": "tech-square-ventures", "answers": 1}], "questions": ["I have an Atlanta B2B SaaS company at $40k MRR. Which local investors should be on my raise list?", "Which Atlanta investors actually take cold inbound from founders they have never met?", "Build me a target list of 15 Atlanta-area seed investors for a healthtech company.", "Series A investors actively backing Atlanta and Southeast SaaS companies", "Where do Atlanta founders find fractional CTOs or technical advisors?"], "words": [], "check": "In December, watch the answers that turn founders away from Noro-Moseley Partners: do they name an Atlanta option next?", "n": 2, "id": "noro-moseley-partners-referral-2", "status": "open"}, {"kind": "verify", "title": "Check Noro-Moseley Partners' row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. One page with every program's and fund's terms side by side gives them one source to get right.", "helps": "Your row is also the easiest thing to link to when a founder asks you whether they fit.", "steps": ["PursueATL drafts the row from your public pages.", "Check stage, terms (fee, equity or check size), sectors, how to apply and the next deadline.", "Reply with corrections. 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Where do I find other people building companies?", "qid": "atli_104", "family": "space_community", "ev": "Alkaloid Networks Community Coworking — smaller community feel near the BeltLine.", "char": "Smaller community-feel coworking near the BeltLine", "engine": "chatgpt", "instead": ["Atlanta Tech Village"]}, {"strength": "listed", "q": "Best places in Atlanta to find a designer or product person for an early-stage startup", "qid": "atli_118", "family": "talent", "ev": "Alkaloid Networks Community Coworking — smaller community where relationship-building is easier.", "char": "Smaller coworking community where relationship-building is easier", "engine": "chatgpt", "instead": ["Atlanta Tech Village"]}, {"strength": "listed", "q": "Which Atlanta communities are the best place to recruit early employees rather than post a job ad?", "qid": "atli_125", "family": "talent", "ev": "Alkaloid Networks Community Coworking Independent builders, freelancers, early-stage operators", "char": "Coworking community of independent builders, freelancers and early-stage operators", "engine": "chatgpt", "instead": ["Georgia Tech", "Atlanta Tech Village"]}, {"strength": "listed", "q": "Best coworking space in Atlanta for a startup with five employees", "qid": "atli_098", "family": "space_community", "ev": "Best Neighborhood Vibe & Local Charm: Alkaloid Networks (Eastside BeltLine)", "char": "Budget-friendly BeltLine space with private offices and local community feel", "engine": "gemini", "instead": ["Atlanta Tech Village"]}, {"strength": "listed", "q": "Which Atlanta workspaces come with a real founder community rather than just desks?", "qid": "atli_099", "family": "space_community", "ev": "An independently owned, close-knit workspace where the community is deliberately kept tight-knit", "char": "Independent tight-knit Inman Park workspace for boutique founders and small teams", "engine": "gemini", "instead": ["Atlanta Tech Village"]}], "own_pages": [], "q_named": 10, "q_total": 190, "cite_split": {"cited": [0, 0], "uncited": [11, 0]}, "type_label": "Space and community", "best_for": [], "described": ["Middle-ground community-oriented coworking option for founders", "Independent community coworking near the BeltLine, strong value for solo founders", "Smaller community-feel coworking near the BeltLine", "Founder community coworking cited as a draw of Old Fourth Ward/Inman Park"], "fit_notes": ["Small neighborhood coworking in Old Fourth Ward, light on founder density"], "rec_rank": null, "website": "https://alkaloid.net", "full_report": null, "moves": [{"kind": "page", "title": "Make the page the engines read say exactly who Alkaloid Networks is for", "who": "Program lead for the facts, whoever edits the website to publish", "time": "45 min", "why": "Founders' questions name Alkaloid Networks in 11 of 760 answers, and the engines pick it in 0. When they pass it over, they usually give a reason, and 1 of those reasons are about fit or terms.", "helps": "A clear page means the engines send you the founders you are built for, and send the others somewhere that fits.", "steps": ["Pick the page that best describes what Alkaloid Networks offers founders. The engines rarely cite your own site today, so a clear, current page is the fastest way to be quoted correctly.", "Near the top, answer five things in plain sentences: who it is for, what stage, what it costs or takes (fee, equity or check size), how to apply, and when the next intake or deadline is.", "Check the engines' reading against reality. In our reading of the answers, they say: “Small neighborhood coworking in Old Fourth Ward, light on founder density.” If that is right, say it yourself and point founders who don't fit to the right door (the next move). 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The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Hatchbridge? Tech North Atlanta and Curiosity Lab at Peachtree Corners are often a better match. See every Atlanta program and fund compared at PursueATL."}, "partners": [{"name": "Tech North Atlanta", "slug": "tech-north-atlanta", "answers": 2}, {"name": "Curiosity Lab at Peachtree Corners", "slug": "curiosity-lab-at-peachtree-corners", "answers": 1}], "questions": ["Which metro Atlanta suburbs have their own startup incubators worth applying to?", "Map Atlanta's startup ecosystem: capital, programs, spaces and community.", "Which Atlanta universities have the strongest startup accelerators or incubators for students?"], "words": [], "check": "In December, watch the answers that turn founders away from Hatchbridge: do they name an Atlanta option next?", "n": 2, "id": "hatchbridge-referral-2", "status": "open"}, {"kind": "lists", "title": "Get Hatchbridge onto the 6 most-cited Atlanta lists it's missing from", "who": "Marketing or communications lead", "time": "30 min", "why": "When founders ask about Atlanta's ecosystem, the engines lean on a handful of lists far more than on anyone's own site. We read the eight they cite most on September 13, 2026. Hatchbridge isn't on these.", "helps": "Every accurate listing makes the whole ecosystem easier for the engines to describe.", "steps": ["Peony: 5 Best Atlanta Startup Accelerators in 2026 (82 answers): https://www.peony.ink/blog/investors-atlanta", "Startup Accelerator List: Accelerators and Incubators in Atlanta (63 answers): https://startupacceleratorlist.com/locations/startup-incubators-in-atlanta", "Failory: Top 17 Accelerators and Incubators in Atlanta (44 answers): https://www.failory.com/startups/atlanta-accelerators-incubators", "Startup Atlanta Guide: Programs (43 citations): https://guide.startupatlanta.com/programs", "Nucamp: Top 10 Tech Coworking Spaces and Incubators (24 answers): https://www.nucamp.co/blog/top-10-tech-coworking-spaces-and-incubators-in-atlanta-ga-in-2026", "Startup Atlanta Guide: Inclusive Innovation (19 citations): https://guide.startupatlanta.com/inclusive-innovation", "Some are short “top five” lists. 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Hatchbridge isn't on it yet. Hatchbridge [one sentence on who you serve and what founders get]. Details are at [your page]. Glad to send anything you need for your next update. Thank you, [name], Hatchbridge"}, "questions": [], "words": [], "check": "We re-read the same lists before the December re-measure and mark what changed.", "n": 3, "id": "hatchbridge-lists-3", "status": "open"}, {"kind": "verify", "title": "Check Hatchbridge's row on the Atlanta programs and funds comparison", "shared_page": 1, "who": "Program lead", "time": "20 min", "why": "The engines choose between Atlanta organizations on eligibility. 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The habit works best in both directions."], "copy": {"label": "The line", "text": "Not the right fit for Biltmore Innovation Center? Atlanta Tech Village and ATDC are often a better match. 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"atlanta-ventures", "b": "ttv-capital", "n": 30, "lift": 3.4}, {"a": "georgia-tech", "b": "kennesaw-state-university", "n": 30, "lift": 1.44}, {"a": "georgia-tech-create-x", "b": "techstars-atlanta", "n": 30, "lift": 1.86}, {"a": "georgia-tech", "b": "techsquare-labs", "n": 30, "lift": 0.96}, {"a": "emory-university", "b": "georgia-tech-venturelab", "n": 30, "lift": 3.18}, {"a": "bip-ventures", "b": "venture-atlanta", "n": 29, "lift": 2.05}, {"a": "city-of-atlanta", "b": "invest-atlanta", "n": 29, "lift": 5.17}, {"a": "georgia-tech-create-x", "b": "morehouse-college", "n": 29, "lift": 2.43}, {"a": "overline", "b": "venture-atlanta", "n": 28, "lift": 2.39}, {"a": "ttv-capital", "b": "valor-ventures", "n": 28, "lift": 5.85}, {"a": "atlanta-technology-angels", "b": "tie-atlanta", "n": 28, "lift": 5.78}, {"a": "atdc", "b": "spelman-college", "n": 28, "lift": 0.82}, {"a": "atdc", "b": "techsquare-labs", "n": 28, "lift": 1.03}, {"a": "atlanta-tech-village", "b": "morehouse-college", "n": 28, 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{"a": "engage", "b": "goodie-nation", "n": 22, "lift": 1.67}, {"a": "atlanta-ventures", "b": "techstars-atlanta", "n": 22, "lift": 1.35}, {"a": "knoll-ventures", "b": "overline", "n": 21, "lift": 6.71}, {"a": "atlanta-technology-angels", "b": "overline", "n": 21, "lift": 5.1}, {"a": "collab-capital", "b": "overline", "n": 21, "lift": 3.85}, {"a": "goodie-nation", "b": "techstars-atlanta", "n": 21, "lift": 2.87}, {"a": "atdc", "b": "fintech-atlanta", "n": 21, "lift": 1.51}, {"a": "fintech-atlanta", "b": "georgia-tech", "n": 21, "lift": 1.32}, {"a": "atlanta-tech-village", "b": "start-me-atlanta", "n": 21, "lift": 1.3}, {"a": "emory-university", "b": "university-of-georgia", "n": 21, "lift": 2.08}, {"a": "georgia-tech-create-x", "b": "startup-atlanta", "n": 21, "lift": 1.31}, {"a": "emory-university", "b": "kennesaw-state-university", "n": 21, "lift": 3.19}, {"a": "atlanta-technology-angels", "b": "tech-square-ventures", "n": 20, "lift": 2.87}, {"a": "invest-atlanta", "b": 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"techstars-atlanta", "b": "tie-atlanta", "n": 9, "lift": 0.89}, {"a": "city-of-atlanta", "b": "georgia-state-university", "n": 9, "lift": 1.21}, {"a": "goodie-nation", "b": "morehouse-college", "n": 9, "lift": 1.66}, {"a": "atlanta-startup-village", "b": "switchyards", "n": 9, "lift": 4.51}, {"a": "georgia-research-alliance", "b": "university-of-georgia", "n": 9, "lift": 3.81}, {"a": "georgia-center-of-innovation", "b": "georgia-tech", "n": 9, "lift": 1.0}, {"a": "georgia-department-of-economic-development", "b": "metro-atlanta-chamber", "n": 9, "lift": 5.89}, {"a": "clark-atlanta-university", "b": "kennesaw-state-university", "n": 9, "lift": 4.56}, {"a": "silicon-road-ventures", "b": "tech-square-ventures", "n": 8, "lift": 5.29}, {"a": "overline", "b": "zane-venture-fund", "n": 8, "lift": 2.98}, {"a": "ttv-capital", "b": "zane-venture-fund", "n": 8, "lift": 3.9}, {"a": "engage", "b": "noro-moseley-partners", "n": 8, "lift": 2.34}, {"a": "atlanta-seed-company", "b": 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"b": "georgia-state-university", "n": 7, "lift": 0.36}, {"a": "emory-university", "b": "ttv-capital", "n": 7, "lift": 0.61}, {"a": "engage", "b": "morehouse-college", "n": 7, "lift": 0.43}, {"a": "startup-atlanta", "b": "valor-ventures", "n": 7, "lift": 0.8}, {"a": "startup-atlanta", "b": "techsquare-labs", "n": 7, "lift": 1.24}, {"a": "atlanta-seed-company", "b": "ttv-capital", "n": 7, "lift": 4.09}, {"a": "atlanta-seed-company", "b": "collab-capital", "n": 7, "lift": 3.49}, {"a": "city-of-atlanta", "b": "engage", "n": 7, "lift": 0.63}, {"a": "georgia-tech-create-x", "b": "founder-institute-atlanta", "n": 7, "lift": 2.19}, {"a": "fearless-fund", "b": "startup-atlanta", "n": 7, "lift": 1.56}, {"a": "technology-association-of-georgia", "b": "tech-north-atlanta", "n": 7, "lift": 4.4}, {"a": "city-of-atlanta", "b": "morehouse-college", "n": 7, "lift": 1.53}, {"a": "atlanta-ventures", "b": "techsquare-labs", "n": 7, "lift": 0.92}, {"a": "overline", "b": "techsquare-labs", "n": 7, "lift": 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"georgia-center-of-innovation", "b": "metro-atlanta-chamber", "n": 4, "lift": 5.44}, {"a": "georgia-center-of-innovation", "b": "startup-atlanta", "n": 4, "lift": 2.46}, {"a": "silicon-road-ventures", "b": "venture-atlanta", "n": 3, "lift": 1.74}, {"a": "silicon-road-ventures", "b": "zane-venture-fund", "n": 3, "lift": 7.6}, {"a": "atlanta-technology-angels", "b": "noro-moseley-partners", "n": 3, "lift": 3.3}, {"a": "noro-moseley-partners", "b": "tie-atlanta", "n": 3, "lift": 1.9}, {"a": "the-gathering-spot", "b": "tie-atlanta", "n": 3, "lift": 1.43}, {"a": "the-gathering-spot", "b": "venture-atlanta", "n": 3, "lift": 0.87}, {"a": "renderatl", "b": "tie-atlanta", "n": 3, "lift": 1.78}, {"a": "invest-atlanta", "b": "kennesaw-state-university", "n": 3, "lift": 0.87}, {"a": "atlanta-tech-park", "b": "curiosity-lab-at-peachtree-corners", "n": 3, "lift": 7.97}, {"a": "curiosity-lab-at-peachtree-corners", "b": "hatchbridge", "n": 3, "lift": 14.81}, {"a": "curiosity-lab-at-peachtree-corners", "b": "kennesaw-state-university", "n": 3, "lift": 3.45}, {"a": "hatchbridge", "b": "tech-north-atlanta", "n": 3, "lift": 10.51}, {"a": "invest-atlanta", "b": "the-gathering-spot", "n": 3, "lift": 1.31}, {"a": "silicon-road-ventures", "b": "tie-atlanta", "n": 3, "lift": 2.85}, {"a": "tie-atlanta", "b": "university-of-georgia", "n": 3, "lift": 0.62}, {"a": "renderatl", "b": "russell-innovation-center-for-entrepreneurs", "n": 3, "lift": 1.48}, {"a": "atlanta-startup-village", "b": "the-gathering-spot", "n": 3, "lift": 2.48}, {"a": "atlanta-inno", "b": "atlanta-tech-village", "n": 3, "lift": 2.17}, {"a": "atlanta-inno", "b": "hypepotamus", "n": 3, "lift": 47.5}, {"a": "atlanta-inno", "b": "startup-atlanta", "n": 3, "lift": 8.0}, {"a": "atlanta-startup-village", "b": "invest-atlanta", "n": 3, "lift": 0.57}, {"a": "fintech-atlanta", "b": "valor-ventures", "n": 3, "lift": 1.42}, {"a": "technology-association-of-georgia", "b": "valor-ventures", "n": 3, "lift": 0.84}, {"a": "georgia-tech-create-x", "b": "valor-ventures", "n": 3, "lift": 0.25}, {"a": "emory-university", "b": "knoll-ventures", "n": 3, "lift": 0.39}, {"a": "alkaloid-networks", "b": "plywood-people", "n": 3, "lift": 41.45}, {"a": "morehouse-college", "b": "the-gathering-spot", "n": 3, "lift": 1.61}, {"a": "bip-ventures", "b": "goodie-nation", "n": 3, "lift": 0.48}, {"a": "goodie-nation", "b": "valor-ventures", "n": 3, "lift": 0.56}, {"a": "invest-atlanta", "b": "zane-venture-fund", "n": 3, "lift": 0.87}, {"a": "collab-capital", "b": "the-gathering-spot", "n": 3, "lift": 1.87}, {"a": "bip-ventures", "b": "georgia-tech-venturelab", "n": 3, "lift": 0.65}, {"a": "bip-ventures", "b": "morehouse-college", "n": 3, "lift": 0.39}, {"a": "georgia-state-university", "b": "technology-association-of-georgia", "n": 3, "lift": 0.51}, {"a": "cox-enterprises", "b": "knoll-ventures", "n": 3, "lift": 1.55}, {"a": "knoll-ventures", "b": "techsquare-labs", "n": 3, "lift": 1.45}, {"a": "knoll-ventures", "b": "techstars-atlanta", "n": 3, "lift": 0.68}, {"a": "cox-enterprises", "b": "ttv-capital", "n": 3, "lift": 1.04}, {"a": "georgia-research-alliance", "b": "metro-atlanta-chamber", "n": 3, "lift": 1.36}, {"a": "atlanta-seed-company", "b": "startup-atlanta", "n": 3, "lift": 0.96}, {"a": "founder-institute-atlanta", "b": "startup-atlanta", "n": 3, "lift": 1.26}, {"a": "noro-moseley-partners", "b": "techsquare-labs", "n": 3, "lift": 3.38}, {"a": "georgia-state-university", "b": "ohub", "n": 3, "lift": 1.53}, {"a": "ohub", "b": "startup-atlanta", "n": 3, "lift": 1.85}, {"a": "city-of-atlanta", "b": "techstars-atlanta", "n": 3, "lift": 0.48}, {"a": "cox-enterprises", "b": "emory-university", "n": 3, "lift": 0.33}, {"a": "fintech-atlanta", "b": "techstars-atlanta", "n": 3, "lift": 1.03}, {"a": "collab-capital", "b": "founder-institute-atlanta", "n": 3, "lift": 1.97}, {"a": "collab-capital", "b": "metro-atlanta-chamber", "n": 3, "lift": 0.87}, {"a": "cox-enterprises", "b": "fearless-fund", "n": 3, "lift": 1.51}, {"a": "cox-enterprises", "b": "zane-venture-fund", "n": 3, "lift": 1.81}, {"a": "georgia-tech-create-x", "b": "zane-venture-fund", "n": 3, "lift": 0.59}, {"a": "fearless-fund", "b": "metro-atlanta-chamber", "n": 3, "lift": 1.47}, {"a": "metro-atlanta-chamber", "b": "tie-atlanta", "n": 3, "lift": 0.66}, {"a": "switchyards", "b": "technology-association-of-georgia", "n": 3, "lift": 1.77}, {"a": "clark-atlanta-university", "b": "techsquare-labs", "n": 3, "lift": 1.01}, {"a": "georgia-tech-create-x", "b": "fintech-atlanta", "n": 3, "lift": 0.77}, {"a": "switchyards", "b": "tech-north-atlanta", "n": 3, "lift": 2.23}, {"a": "atlanta-tech-park", "b": "venture-atlanta", "n": 3, "lift": 1.34}, {"a": "atlanta-tech-village", "b": "noro-moseley-partners", "n": 3, "lift": 0.43}, {"a": "emory-university", "b": "fintech-atlanta", "n": 3, "lift": 0.59}, {"a": "fintech-atlanta", "b": "georgia-state-university", "n": 3, "lift": 0.86}, {"a": "clark-atlanta-university", "b": "collab-capital", "n": 3, "lift": 0.75}, {"a": "clark-atlanta-university", "b": "goodie-nation", "n": 3, "lift": 0.79}, {"a": "clark-atlanta-university", "b": "techstars-atlanta", "n": 3, "lift": 0.47}, {"a": "ohub", "b": "zane-venture-fund", "n": 3, "lift": 5.85}, {"a": "clark-atlanta-university", "b": "metro-atlanta-chamber", "n": 3, "lift": 1.06}, {"a": "metro-atlanta-chamber", "b": "spelman-college", "n": 3, "lift": 0.95}, {"a": "emory-university", "b": "hypepotamus", "n": 3, "lift": 0.85}, {"a": "atlanta-ventures", "b": "ohub", "n": 3, "lift": 1.36}, {"a": "collab-capital", "b": "switchyards", "n": 3, "lift": 1.13}, {"a": "georgia-tech-create-x", "b": "ohub", "n": 3, "lift": 1.37}, {"a": "emory-university", "b": "ohub", "n": 3, "lift": 1.05}, {"a": "switchyards", "b": "tech-square-ventures", "n": 3, "lift": 0.6}, {"a": "atlanta-technology-angels", "b": "georgia-research-alliance", "n": 3, "lift": 1.27}, {"a": "bip-ventures", "b": "georgia-research-alliance", "n": 3, "lift": 0.71}, {"a": "atlanta-technology-angels", "b": "tech-north-atlanta", "n": 3, "lift": 1.6}, {"a": "overline", "b": "switchyards", "n": 3, "lift": 1.02}, {"a": "atlanta-startup-village", "b": "bip-ventures", "n": 3, "lift": 0.6}, {"a": "goodie-nation", "b": "switchyards", "n": 3, "lift": 1.19}, {"a": "atlanta-tech-park", "b": "startup-atlanta", "n": 3, "lift": 1.85}, {"a": "fintech-atlanta", "b": "overline", "n": 3, "lift": 1.46}, {"a": "atlanta-startup-village", "b": "atlanta-tech-park", "n": 3, "lift": 3.81}, {"a": "atlanta-ventures", "b": "tech-north-atlanta", "n": 3, "lift": 0.57}, {"a": "fearless-fund", "b": "russell-innovation-center-for-entrepreneurs", "n": 3, "lift": 0.66}, {"a": "emory-university", "b": "zane-venture-fund", "n": 3, "lift": 0.46}, {"a": "clark-atlanta-university", "b": "tech-square-ventures", "n": 3, "lift": 0.4}, {"a": "city-of-atlanta", "b": "tech-square-ventures", "n": 3, "lift": 0.4}, {"a": "city-of-atlanta", "b": "technology-association-of-georgia", "n": 3, "lift": 1.19}, {"a": "cox-enterprises", "b": "invest-atlanta", "n": 3, "lift": 0.62}, {"a": "georgia-tech-venturelab", "b": "start-me-atlanta", "n": 3, "lift": 1.51}, {"a": "georgia-tech-venturelab", "b": "tie-atlanta", "n": 3, "lift": 0.66}, {"a": "georgia-research-alliance", "b": "noro-moseley-partners", "n": 3, "lift": 3.9}, {"a": "invest-atlanta", "b": "knoll-ventures", "n": 3, "lift": 0.75}, {"a": "invest-atlanta", "b": "techsquare-labs", "n": 3, "lift": 0.58}, {"a": "city-of-atlanta", "b": "collab-capital", "n": 3, "lift": 0.76}, {"a": "georgia-tech-create-x", "b": "renderatl", "n": 3, "lift": 1.11}, {"a": "start-me-atlanta", "b": "venture-atlanta", "n": 3, "lift": 0.5}, {"a": "tech-north-atlanta", "b": "tech-square-ventures", "n": 3, "lift": 0.64}, {"a": "metro-atlanta-chamber", "b": "tech-north-atlanta", "n": 3, "lift": 1.71}, {"a": "georgia-center-of-innovation", "b": "russell-innovation-center-for-entrepreneurs", "n": 3, "lift": 1.83}, {"a": "metro-atlanta-chamber", "b": "university-of-georgia", "n": 3, "lift": 1.15}, {"a": "georgia-research-alliance", "b": "kennesaw-state-university", "n": 3, "lift": 1.95}, {"a": "invest-atlanta", "b": "spelman-college", "n": 3, "lift": 0.47}, {"a": "clark-atlanta-university", "b": "university-of-georgia", "n": 3, "lift": 0.99}, {"a": "city-of-atlanta", "b": "georgia-center-of-innovation", "n": 3, "lift": 3.58}, {"a": "emory-university", "b": "hatchbridge", "n": 3, "lift": 1.95}], "situations": [{"id": "who-alumni_founder", "kind": "who", "key": "alumni_founder", "label": "I'm a graduate starting a company", "answers": 8, "questions": [{"id": "atlp_008", "text": "I graduated from an Atlanta university five years ago. Can alumni still use its startup programs?"}, {"id": "atlp_013", "text": "I'm not a student. Can I take entrepreneurship classes or use a university incubator in Atlanta?"}], "question_count": 2, "no_org": 0, "orgs": [{"slug": "atdc", "name": "ATDC", "type": "Incubator (Georgia Tech)", "picks": 3, "named": 6, "quote": {"text": "The clearest option is ATDC at Georgia Tech... I'd start with ATDC Educate.", "engine": "chatgpt", "q": "I'm not a student. Can I take entrepreneurship classes or use a university incubator in Atlanta?"}, "caution": null}, {"slug": "emory-university", "name": "Emory University", "type": "University", "picks": 1, "named": 7, "quote": {"text": "Emory University explicitly opens its Techstars Emory Founder Catalyst to alumni", "engine": "chatgpt", "q": "I graduated from an Atlanta university five years ago. Can alumni still use its startup programs?"}, "caution": null}, {"slug": "georgia-tech-create-x", "name": "Georgia Tech CREATE-X", "type": "University startup program", "picks": 1, "named": 4, "quote": {"text": "Georgia Tech's flagship startup program explicitly permits alumni to apply and participate in its Startup Launch accelerator.", "engine": "gemini", "q": "I graduated from an Atlanta university five years ago. Can alumni still use its startup programs?"}, "caution": "Limited to Georgia Tech students, faculty, researchers and alumni, so not open to unaffiliated founders"}, {"slug": "georgia-tech", "name": "Georgia Tech", "type": "University", "picks": 0, "named": 8, "quote": null, "caution": null}, {"slug": "georgia-state-university", "name": "Georgia State University", "type": "University", "picks": 0, "named": 5, "quote": null, "caution": "LaunchGSU incubator membership requires current enrollment"}, {"slug": "clark-atlanta-university", "name": "Clark Atlanta University", "type": "University (HBCU)", "picks": 0, "named": 2, "quote": null, "caution": null}, {"slug": "start-me-atlanta", "name": "Start:ME Atlanta", "type": "Program", "picks": 0, "named": 2, "quote": null, "caution": null}, {"slug": "morehouse-college", "name": "Morehouse College", "type": "University (HBCU)", "picks": 0, "named": 1, "quote": null, "caution": null}]}, {"id": "who-angel_investor", "kind": "who", "key": "angel_investor", "label": "I'm an angel investor", "answers": 16, "questions": [{"id": "atli_004", "text": "Where does proprietary early-stage deal flow come from in Atlanta?"}, {"id": "atli_025", "text": "As an angel new to Atlanta, which groups or syndicates should I join to see deals?"}, {"id": "atli_026", "text": "Where do Atlanta's most active angel investors spend their time?"}, {"id": "atli_091", "text": "As an investor looking for Atlanta fintech deal flow, which organizations should I know?"}], "question_count": 4, "no_org": 0, "orgs": [{"slug": "atlanta-technology-angels", "name": "Atlanta Technology Angels", "type": "Angel network", "picks": 6, "named": 8, "quote": {"text": "Atlanta Technology Angels (ATA) — probably the best first stop for a new angel.", "engine": "chatgpt", "q": "As an angel new to Atlanta, which groups or syndicates should I join to see deals?"}, "caution": null}, {"slug": "atdc", "name": "ATDC", "type": "Incubator (Georgia Tech)", "picks": 5, "named": 11, "quote": {"text": "This is probably the best systematic pipeline for seeing companies before they become broadly marketed.\n\nMust know", "engine": "chatgpt", "q": "As an investor looking for Atlanta fintech deal flow, which organizations should I know?"}, "caution": null}, {"slug": "venture-atlanta", "name": "Venture Atlanta", "type": "Investor conference", "picks": 4, "named": 11, "quote": {"text": "Venture Atlanta is described as the single highest-density deal-scouting event in the region", "engine": "claude", "q": "Where does proprietary early-stage deal flow come from in Atlanta?"}, "caution": "Good deal flow but not proprietary; pitch reaches many funds at once"}, {"slug": "atlanta-tech-village", "name": "Atlanta Tech Village", "type": "Space and community", "picks": 4, "named": 10, "quote": {"text": "The highest-signal place is Atlanta Tech Village - Buckhead.", "engine": "chatgpt", "q": "Where do Atlanta's most active angel investors spend their time?"}, "caution": null}, {"slug": "ttv-capital", "name": "TTV Capital", "type": "Venture fund (fintech)", "picks": 4, "named": 5, "quote": {"text": "The most important one is TTV Capital. It's headquartered in Atlanta and explicitly specializes in fintech", "engine": "chatgpt", "q": "As an investor looking for Atlanta fintech deal flow, which organizations should I know?"}, "caution": null}, {"slug": "georgia-tech", "name": "Georgia Tech", "type": "University", "picks": 2, "named": 12, "quote": {"text": "Georgia Tech (especially CREATE-X and the ATDC ...) is the single biggest source of technical founders and spinouts in the region", "engine": "claude", "q": "Where does proprietary early-stage deal flow come from in Atlanta?"}, "caution": null}, {"slug": "fintech-atlanta", "name": "FinTech Atlanta", "type": "Industry coalition", "picks": 2, "named": 3, "quote": {"text": "Fintech Atlanta\tThe connective tissue of the ecosystem ... Must know", "engine": "chatgpt", "q": "As an investor looking for Atlanta fintech deal flow, which organizations should I know?"}, "caution": null}, {"slug": "tie-atlanta", "name": "TiE Atlanta", "type": "Angel network and founder community", "picks": 1, "named": 10, "quote": {"text": "TiE Atlanta / TiE Atlanta Angels — I’d make this the second membership.", "engine": "chatgpt", "q": "As an angel new to Atlanta, which groups or syndicates should I join to see deals?"}, "caution": null}]}, {"id": "who-campus_recruiter", "kind": "who", "key": "campus_recruiter", "label": "I'm hiring new graduates", "answers": 12, "questions": [{"id": "atlp_009", "text": "Where do engineering graduates from Atlanta universities end up working?"}, {"id": "atlp_010", "text": "We're a startup hiring new graduates in Atlanta. Which schools should we recruit from, for software and for data science?"}, {"id": "atlp_015", "text": "Which Atlanta universities are best for fintech or payments research and talent?"}], "question_count": 3, "no_org": 0, "orgs": [{"slug": "georgia-tech", "name": "Georgia Tech", "type": "University", "picks": 10, "named": 12, "quote": {"text": "Georgia Tech should be a major source, especially when you're looking for strong CS fundamentals", "engine": "chatgpt", "q": "We're a startup hiring new graduates in Atlanta. Which schools should we recruit from, for software and for data science?"}, "caution": null}, {"slug": "georgia-state-university", "name": "Georgia State University", "type": "University", "picks": 4, "named": 10, "quote": {"text": "If your definition of fintech is specifically payments... I'd make Georgia State a priority.", "engine": "chatgpt", "q": "Which Atlanta universities are best for fintech or payments research and talent?"}, "caution": null}, {"slug": "kennesaw-state-university", "name": "Kennesaw State University", "type": "University", "picks": 2, "named": 10, "quote": {"text": "Kennesaw State is probably your best value per dollar of recruiting effort.", "engine": "claude", "q": "We're a startup hiring new graduates in Atlanta. Which schools should we recruit from, for software and for data science?"}, "caution": null}, {"slug": "emory-university", "name": "Emory University", "type": "University", "picks": 0, "named": 11, "quote": null, "caution": null}, {"slug": "morehouse-college", "name": "Morehouse College", "type": "University (HBCU)", "picks": 0, "named": 5, "quote": null, "caution": null}, {"slug": "spelman-college", "name": "Spelman College", "type": "University (HBCU)", "picks": 0, "named": 5, "quote": null, "caution": null}, {"slug": "clark-atlanta-university", "name": "Clark Atlanta University", "type": "University (HBCU)", "picks": 0, "named": 5, "quote": null, "caution": null}, {"slug": "university-of-georgia", "name": "University of Georgia", "type": "University", "picks": 0, "named": 4, "quote": null, "caution": null}]}, {"id": "who-corporate_partner", "kind": "who", "key": "corporate_partner", "label": "I'm a corporate looking for startups", "answers": 16, "questions": [{"id": "atli_085", "text": "Where do Atlanta's supply chain corporations go to find startups to work with?"}, {"id": "atli_142", "text": "If a Fortune 500 company wanted to plug into Atlanta's startup scene, who would it work with?"}, {"id": "atli_146", "text": "Map Atlanta's startup ecosystem: capital, programs, spaces and community."}, {"id": "atli_148", "text": "Our economic development agency wants to support Atlanta startups. Where does the money do the most good?"}], "question_count": 4, "no_org": 1, "orgs": [{"slug": "engage", "name": "Engage", "type": "Accelerator and fund", "picks": 9, "named": 12, "quote": {"text": "Engage — probably the clearest answer for enterprise startup sourcing. Engage sits in Tech Square and is explicitly designed to connect large enterprises with startups.", "engine": "chatgpt", "q": "Where do Atlanta's supply chain corporations go to find startups to work with?"}, "caution": null}, {"slug": "atdc", "name": "ATDC", "type": "Incubator (Georgia Tech)", "picks": 8, "named": 14, "quote": {"text": "ATDC — especially its Supply Chain Technology vertical. This may be even more relevant if you're specifically interested in logistics/supply-chain technology.", "engine": "chatgpt", "q": "Where do Atlanta's supply chain corporations go to find startups to work with?"}, "caution": null}, {"slug": "atlanta-tech-village", "name": "Atlanta Tech Village", "type": "Space and community", "picks": 3, "named": 10, "quote": {"text": "Buckhead's major founder hub is Atlanta Tech Village - Buckhead. ... I'd start with Startup Atlanta → ATDC or ATV", "engine": "chatgpt", "q": "Map Atlanta's startup ecosystem: capital, programs, spaces and community."}, "caution": null}, {"slug": "georgia-tech", "name": "Georgia Tech", "type": "University", "picks": 1, "named": 14, "quote": {"text": "it should pair Engage with Georgia Tech/ATDC and participate visibly in the broader founder community", "engine": "perplexity", "q": "If a Fortune 500 company wanted to plug into Atlanta's startup scene, who would it work with?"}, "caution": null}, {"slug": "startup-atlanta", "name": "Startup Atlanta", "type": "Ecosystem guide", "picks": 1, "named": 4, "quote": {"text": "Startup Atlanta is probably the best \"front door.\"", "engine": "chatgpt", "q": "Map Atlanta's startup ecosystem: capital, programs, spaces and community."}, "caution": null}, {"slug": "tech-square-ventures", "name": "Tech Square Ventures", "type": "Venture fund", "picks": 0, "named": 7, "quote": null, "caution": null}, {"slug": "venture-atlanta", "name": "Venture Atlanta", "type": "Investor conference", "picks": 0, "named": 7, "quote": null, "caution": null}, {"slug": "russell-innovation-center-for-entrepreneurs", "name": "Russell Innovation Center for Entrepreneurs", "type": "Program", "picks": 0, "named": 5, "quote": null, "caution": null}]}, {"id": "who-faculty_researcher", "kind": "who", "key": "faculty_researcher", "label": "I have research to commercialize", "answers": 16, "questions": [{"id": "atlp_003", "text": "I'm a professor in Atlanta with research I want to commercialize. Who helps me spin it out?"}, {"id": "atlp_011", "text": "Which Atlanta universities are strongest in AI research, and how do startups work with them?"}, {"id": "atlp_012", "text": "How do I license technology from a university in Georgia for my startup?"}, {"id": "atlp_014", "text": "What does the state of Georgia do to help university research become companies?"}], "question_count": 4, "no_org": 0, "orgs": [{"slug": "georgia-research-alliance", "name": "Georgia Research Alliance", "type": "University research and venture program", "picks": 6, "named": 10, "quote": {"text": "The centerpiece is the state-funded Georgia Research Alliance (GRA)", "engine": "chatgpt", "q": "What does the state of Georgia do to help university research become companies?"}, "caution": null}, {"slug": "georgia-tech", "name": "Georgia Tech", "type": "University", "picks": 5, "named": 16, "quote": {"text": "Georgia Tech is the first place I'd investigate", "engine": "chatgpt", "q": "Which Atlanta universities are strongest in AI research, and how do startups work with them?"}, "caution": null}, {"slug": "atdc", "name": "ATDC", "type": "Incubator (Georgia Tech)", "picks": 3, "named": 14, "quote": {"text": "If you want a single cross-institution entry point, ACES and ATDC in Tech Square are it.", "engine": "claude", "q": "Which Atlanta universities are strongest in AI research, and how do startups work with them?"}, "caution": null}, {"slug": "emory-university", "name": "Emory University", "type": "University", "picks": 2, "named": 11, "quote": {"text": "Emory is the strong second, and the obvious partner for health and applied/societal AI.", "engine": "claude", "q": "Which Atlanta universities are strongest in AI research, and how do startups work with them?"}, "caution": null}, {"slug": "georgia-tech-venturelab", "name": "Georgia Tech VentureLab", "type": "University startup program", "picks": 2, "named": 10, "quote": {"text": "VentureLab and Quadrant-i are specifically designed for faculty/researchers", "engine": "chatgpt", "q": "I'm a professor in Atlanta with research I want to commercialize. Who helps me spin it out?"}, "caution": null}, {"slug": "georgia-state-university", "name": "Georgia State University", "type": "University", "picks": 0, "named": 10, "quote": null, "caution": null}, {"slug": "university-of-georgia", "name": "University of Georgia", "type": "University", "picks": 0, "named": 7, "quote": null, "caution": null}, {"slug": "georgia-tech-create-x", "name": "Georgia Tech CREATE-X", "type": "University startup program", "picks": 0, "named": 5, "quote": null, "caution": null}]}, {"id": "who-govtech_founder", "kind": "who", "key": "govtech_founder", "label": "I sell to, or pilot with, government", "answers": 12, "questions": [{"id": "atlp_027", "text": "Where can I test autonomous vehicle or smart city technology in Georgia?"}, {"id": "atlp_028", "text": "Which local governments in metro Atlanta pilot products from startups, and who do I contact?"}, {"id": "atlp_038", "text": "How does a startup sell software to state or city government in Georgia?"}], "question_count": 3, "no_org": 2, "orgs": [{"slug": "curiosity-lab-at-peachtree-corners", "name": "Curiosity Lab at Peachtree Corners", "type": "City innovation district", "picks": 7, "named": 7, "quote": {"text": "For most commercial AV/smart-city pilots, I'd start with Curiosity Lab.", "engine": "chatgpt", "q": "Where can I test autonomous vehicle or smart city technology in Georgia?"}, "caution": null}, {"slug": "city-of-atlanta", "name": "City of Atlanta", "type": "City government", "picks": 1, "named": 6, "quote": {"text": "City of Atlanta — Office of Innovation, Delivery and Performance for the broadest citywide innovation mandate and department access.", "engine": "perplexity", "q": "Which local governments in metro Atlanta pilot products from startups, and who do I contact?"}, "caution": "Owner of the North Avenue corridor; access is research-partnership only and status uncertain"}, {"slug": "georgia-tech", "name": "Georgia Tech", "type": "University", "picks": 0, "named": 8, "quote": null, "caution": null}, {"slug": "atdc", "name": "ATDC", "type": "Incubator (Georgia Tech)", "picks": 0, "named": 3, "quote": null, "caution": null}, {"slug": "georgia-department-of-economic-development", "name": "Georgia Department of Economic Development", "type": "State agency", "picks": 0, "named": 1, "quote": null, "caution": null}, {"slug": "tech-north-atlanta", "name": "Tech North Atlanta", "type": "Association", "picks": 0, "named": 1, "quote": null, "caution": null}, {"slug": "invest-atlanta", "name": "Invest Atlanta", "type": "Public agency", "picks": 0, "named": 1, "quote": null, "caution": null}]}, {"id": "who-idea_stage_founder", "kind": "who", "key": "idea_stage_founder", "label": "I have an idea and no network yet", "answers": 132, "questions": [{"id": "atli_007", "text": "Atlanta angel groups that fund pre-revenue software companies"}, {"id": "atli_012", "text": "Non-dilutive funding options for an early-stage Atlanta startup"}, {"id": "atli_020", "text": "Are there Atlanta funds that will back a pre-product founder on the strength of the team?"}, {"id": "atli_022", "text": "Who should an Atlanta founder talk to before their first raise?"}, {"id": "atli_027", "text": "Best Atlanta startup pitch competitions with real money attached"}, {"id": "atli_032", "text": "Compare the main startup incubators and accelerators in metro Atlanta. What is each one actually best at?"}, {"id": "atli_034", "text": "Which Atlanta accelerators take no equity?"}, {"id": "atli_035", "text": "Free or low-cost startup programs in metro Atlanta"}], "question_count": 33, "no_org": 1, "orgs": [{"slug": "atdc", "name": "ATDC", "type": "Incubator (Georgia Tech)", "picks": 39, "named": 108, "quote": {"text": "For a tech startup at pre-seed, I'd start with ATDC even if you're not ready for its more advanced programs.", "engine": "chatgpt", "q": "Non-dilutive funding options for an early-stage Atlanta startup"}, "caution": null}, {"slug": "atlanta-tech-village", "name": "Atlanta Tech Village", "type": "Space and community", "picks": 26, "named": 92, "quote": {"text": "For the next 60-90 days, I'd start with ATDC + Atlanta Tech Village, meet founders", "engine": "chatgpt", "q": "Startup programs in Atlanta for someone in their forties leaving a corporate career"}, "caution": "Networking ecosystem, not a substitute for repeated individual business coaching"}, {"slug": "startup-atlanta", "name": "Startup Atlanta", "type": "Ecosystem guide", "picks": 8, "named": 26, "quote": {"text": "If you want one organization to use as the front door to Atlanta's startup ecosystem, I'd start with Startup Atlanta.", "engine": "chatgpt", "q": "Is there a single organization that helps you navigate Atlanta's startup ecosystem?"}, "caution": null}, {"slug": "georgia-tech-create-x", "name": "Georgia Tech CREATE-X", "type": "University startup program", "picks": 7, "named": 27, "quote": {"text": "CREATE-X for university-to-startup formation", "engine": "chatgpt", "q": "Compare the main startup incubators and accelerators in metro Atlanta. What is each one actually best at?"}, "caution": "Student accelerator skewing younger, less suited to a mid-career corporate founder"}, {"slug": "venture-atlanta", "name": "Venture Atlanta", "type": "Investor conference", "picks": 7, "named": 26, "quote": {"text": "Verdict: ⭐⭐⭐⭐⭐ — Put this at the top of your 2027 list.", "engine": "chatgpt", "q": "Best Atlanta startup pitch competitions with real money attached"}, "caution": "Showcase expects live/beta product and metrics, so not the answer for a no-product company"}, {"slug": "university-of-georgia", "name": "University of Georgia", "type": "University", "picks": 5, "named": 12, "quote": {"text": "best all-around free starting point", "engine": "chatgpt", "q": "Free or low-cost startup programs in metro Atlanta"}, "caution": null}, {"slug": "tech-north-atlanta", "name": "Tech North Atlanta", "type": "Association", "picks": 4, "named": 11, "quote": {"text": "I'd investigate both but prioritize Tech North Atlanta ... my first four applications/inquiries would be Tech North Atlanta →", "engine": "chatgpt", "q": "Which metro Atlanta suburbs have their own startup incubators worth applying to?"}, "caution": null}, {"slug": "overline", "name": "Overline", "type": "Venture fund", "picks": 3, "named": 8, "quote": {"text": "Most likely to back on team alone\n\nOverline — Southeast-focused seed fund; comfortable writing very early checks, including pre-product", "engine": "claude", "q": "Are there Atlanta funds that will back a pre-product founder on the strength of the team?"}, "caution": null}]}, {"id": "who-incentive_seeker", "kind": "who", "key": "incentive_seeker", "label": "I'm looking for grants or credits", "answers": 24, "questions": [{"id": "atlp_022", "text": "Does Georgia have a tax credit for angel investors, and how does a startup qualify?"}, {"id": "atlp_023", "text": "Which city or state offices in Atlanta help a startup with permits, space or funding?"}, {"id": "atlp_024", "text": "What grants are available for a technology startup in Atlanta?"}, {"id": "atlp_029", "text": "Does Georgia have a state fund that invests in startups?"}, {"id": "atlp_035", "text": "Is there free or subsidized office space for startups from the city or the state in Atlanta?"}, {"id": "atlp_039", "text": "Does Georgia have industry-specific help centers for companies, and can a startup use them?"}], "question_count": 6, "no_org": 5, "orgs": [{"slug": "atdc", "name": "ATDC", "type": "Incubator (Georgia Tech)", "picks": 8, "named": 13, "quote": {"text": "And ATDC at Georgia Tech is a particularly useful local starting point because it has people specifically assigned to helping Georgia startups pursue government funding.", "engine": "chatgpt", "q": "What grants are available for a technology startup in Atlanta?"}, "caution": null}, {"slug": "invest-atlanta", "name": "Invest Atlanta", "type": "Public agency", "picks": 4, "named": 13, "quote": {"text": "This is Atlanta's economic development authority and is probably the most relevant public agency when you're looking for capital.", "engine": "chatgpt", "q": "Which city or state offices in Atlanta help a startup with permits, space or funding?"}, "caution": "Offers loans and property grants rather than useful tech grants for software startups"}, {"slug": "georgia-center-of-innovation", "name": "Georgia Center of Innovation", "type": "State program", "picks": 4, "named": 5, "quote": {"text": "The main resource is the Georgia Department of Economic Development’s Center of Innovation... A startup can use it.", "engine": "chatgpt", "q": "Does Georgia have industry-specific help centers for companies, and can a startup use them?"}, "caution": null}, {"slug": "city-of-atlanta", "name": "City of Atlanta", "type": "City government", "picks": 2, "named": 9, "quote": {"text": "Permits, licensing, zoning — City of Atlanta", "engine": "claude", "q": "Which city or state offices in Atlanta help a startup with permits, space or funding?"}, "caution": "City offers thinner space support; money goes to loans instead"}, {"slug": "georgia-research-alliance", "name": "Georgia Research Alliance", "type": "University research and venture program", "picks": 1, "named": 6, "quote": {"text": "GRA provides non-dilutive commercialization grants ranging from $50,000 (Phase I) up to $100,000 (Phase II).", "engine": "gemini", "q": "What grants are available for a technology startup in Atlanta?"}, "caution": null}, {"slug": "georgia-tech", "name": "Georgia Tech", "type": "University", "picks": 0, "named": 12, "quote": null, "caution": null}, {"slug": "georgia-department-of-economic-development", "name": "Georgia Department of Economic Development", "type": "State agency", "picks": 0, "named": 8, "quote": null, "caution": null}, {"slug": "university-of-georgia", "name": "University of Georgia", "type": "University", "picks": 0, "named": 5, "quote": null, "caution": null}]}, {"id": "who-international_entrant", "kind": "who", "key": "international_entrant", "label": "We're a foreign startup opening a US office", "answers": 4, "questions": [{"id": "atlp_031", "text": "We're a European startup opening a US office. Why Atlanta, and which agency helps with the landing?"}], "question_count": 1, "no_org": 0, "orgs": [{"slug": "georgia-department-of-economic-development", "name": "Georgia Department of Economic Development", "type": "State agency", "picks": 3, "named": 4, "quote": {"text": "Start with the State of Georgia Europe Office in Munich (part of the Georgia Department of Economic Development).", "engine": "claude", "q": "We're a European startup opening a US office. Why Atlanta, and which agency helps with the landing?"}, "caution": null}, {"slug": "metro-atlanta-chamber", "name": "Metro Atlanta Chamber", "type": "Public agency", "picks": 2, "named": 4, "quote": {"text": "For an Atlanta-specific landing, bring in the Metro Atlanta Chamber Global Commerce team", "engine": "chatgpt", "q": "We're a European startup opening a US office. Why Atlanta, and which agency helps with the landing?"}, "caution": null}, {"slug": "invest-atlanta", "name": "Invest Atlanta", "type": "Public agency", "picks": 0, "named": 3, "quote": null, "caution": null}, {"slug": "georgia-tech", "name": "Georgia Tech", "type": "University", "picks": 0, "named": 2, "quote": null, "caution": null}, {"slug": "emory-university", "name": "Emory University", "type": "University", "picks": 0, "named": 2, "quote": null, "caution": null}, {"slug": "atdc", "name": "ATDC", "type": "Incubator (Georgia Tech)", "picks": 0, "named": 2, "quote": null, "caution": null}, {"slug": "city-of-atlanta", "name": "City of Atlanta", "type": "City government", "picks": 0, "named": 2, "quote": null, "caution": null}, {"slug": "morehouse-college", "name": "Morehouse College", "type": "University (HBCU)", "picks": 0, "named": 1, "quote": null, "caution": null}]}, {"id": "who-international_student", "kind": "who", "key": "international_student", "label": "I'm an international student founder", "answers": 4, "questions": [{"id": "atlp_019", "text": "I'm an international student in Atlanta. What startup support can I use on a student visa?"}], "question_count": 1, "no_org": 0, "orgs": [{"slug": "atdc", "name": "ATDC", "type": "Incubator (Georgia Tech)", "picks": 2, "named": 4, "quote": {"text": "ATDC offers startup education, non-equity coaching, and incubators . International students across Georgia institutions can participate in the ATDC Educate series", "engine": "gemini", "q": "I'm an international student in Atlanta. What startup support can I use on a student visa?"}, "caution": null}, {"slug": "georgia-tech-create-x", "name": "Georgia Tech CREATE-X", "type": "University startup program", "picks": 1, "named": 2, "quote": {"text": "CREATE-X\nis particularly relevant. Its programs cover entrepreneurship education, prototyping and launching", "engine": "chatgpt", "q": "I'm an international student in Atlanta. What startup support can I use on a student visa?"}, "caution": null}, {"slug": "georgia-tech", "name": "Georgia Tech", "type": "University", "picks": 0, "named": 4, "quote": null, "caution": null}, {"slug": "emory-university", "name": "Emory University", "type": "University", "picks": 0, "named": 4, "quote": null, "caution": null}, {"slug": "atlanta-tech-village", "name": "Atlanta Tech Village", "type": "Space and community", "picks": 0, "named": 4, "quote": null, "caution": null}, {"slug": "georgia-state-university", "name": "Georgia State University", "type": "University", "picks": 0, "named": 3, "quote": null, "caution": null}, {"slug": "techstars-atlanta", "name": "Techstars Atlanta", "type": "Accelerator", "picks": 0, "named": 3, "quote": null, "caution": null}, {"slug": "tie-atlanta", "name": "TiE Atlanta", "type": "Angel network and founder community", "picks": 0, "named": 2, "quote": null, "caution": null}]}, {"id": "who-minority_business_owner", "kind": "who", "key": "minority_business_owner", "label": "I own a minority-owned tech business", "answers": 4, "questions": [{"id": "atlp_037", "text": "I own a minority-owned tech business in Atlanta. What city and state programs exist for me?"}], "question_count": 1, "no_org": 0, "orgs": [{"slug": "city-of-atlanta", "name": "City of Atlanta", "type": "City government", "picks": 3, "named": 4, "quote": {"text": "The main starting point is the City of Atlanta Office of Contract Compliance (OCC).", "engine": "chatgpt", "q": "I own a minority-owned tech business in Atlanta. What city and state programs exist for me?"}, "caution": null}, {"slug": "invest-atlanta", "name": "Invest Atlanta", "type": "Public agency", "picks": 2, "named": 4, "quote": {"text": "Consult Invest Atlanta: Schedule a consultation through ATLinBusiness to evaluate eligibility for the Atlanta Startup Growth Loan Program.", "engine": "gemini", "q": "I own a minority-owned tech business in Atlanta. What city and state programs exist for me?"}, "caution": null}, {"slug": "georgia-tech", "name": "Georgia Tech", "type": "University", "picks": 0, "named": 3, "quote": null, "caution": null}, {"slug": "atdc", "name": "ATDC", "type": "Incubator (Georgia Tech)", "picks": 0, "named": 2, "quote": null, "caution": null}, {"slug": "russell-innovation-center-for-entrepreneurs", "name": "Russell Innovation Center for Entrepreneurs", "type": "Program", "picks": 0, "named": 1, "quote": null, "caution": null}, {"slug": "morehouse-college", "name": "Morehouse College", "type": "University (HBCU)", "picks": 0, "named": 1, "quote": null, "caution": null}, {"slug": "emory-university", "name": "Emory University", "type": "University", "picks": 0, "named": 1, "quote": null, "caution": null}, {"slug": "university-of-georgia", "name": "University of Georgia", "type": "University", "picks": 0, "named": 1, "quote": null, "caution": null}]}, {"id": "who-nontechnical_founder", "kind": "who", "key": "nontechnical_founder", "label": "I'm a non-technical founder", "answers": 28, "questions": [{"id": "atli_052", "text": "Do any Atlanta programs help non-technical founders actually get a product built?"}, {"id": "atli_075", "text": "What does a non-technical person in Atlanta with a business idea do first?"}, {"id": "atli_111", "text": "Where does a non-technical founder in Atlanta find a technical cofounder?"}, {"id": "atli_113", "text": "Atlanta cofounder matching events or programs"}, {"id": "atli_117", "text": "I need a technical cofounder in Atlanta and cannot pay a salary. What are my options?"}, {"id": "atli_118", "text": "Best places in Atlanta to find a designer or product person for an early-stage startup"}, {"id": "atli_122", "text": "Where do Atlanta founders find fractional CTOs or technical advisors?"}], "question_count": 7, "no_org": 0, "orgs": [{"slug": "atdc", "name": "ATDC", "type": "Incubator (Georgia Tech)", "picks": 7, "named": 24, "quote": {"text": "Atlanta Ventures Studio or ATDC are your strongest starting points since they can actually supply build capacity", "engine": "claude", "q": "Do any Atlanta programs help non-technical founders actually get a product built?"}, "caution": null}, {"slug": "atlanta-tech-village", "name": "Atlanta Tech Village", "type": "Space and community", "picks": 7, "named": 22, "quote": {"text": "probably the most obvious place in Atlanta to meet startup-minded engineers, founders, and operators", "engine": "chatgpt", "q": "Where does a non-technical founder in Atlanta find a technical cofounder?"}, "caution": null}, {"slug": "georgia-tech", "name": "Georgia Tech", "type": "University", "picks": 1, "named": 26, "quote": {"text": "The highest-signal starting points are ATDC/Georgia Tech’s Tech Square network", "engine": "perplexity", "q": "Where do Atlanta founders find fractional CTOs or technical advisors?"}, "caution": null}, {"slug": "atlanta-ventures", "name": "Atlanta Ventures", "type": "Venture fund", "picks": 1, "named": 7, "quote": {"text": "Atlanta Ventures Studio is the standout here.", "engine": "claude", "q": "Do any Atlanta programs help non-technical founders actually get a product built?"}, "caution": null}, {"slug": "georgia-tech-create-x", "name": "Georgia Tech CREATE-X", "type": "University startup program", "picks": 1, "named": 6, "quote": {"text": "If you're Georgia Tech-affiliated, I'd move CREATE-X to #1.", "engine": "chatgpt", "q": "Do any Atlanta programs help non-technical founders actually get a product built?"}, "caution": null}, {"slug": "techstars-atlanta", "name": "Techstars Atlanta", "type": "Accelerator", "picks": 1, "named": 5, "quote": {"text": "The highest-signal starting points are ATDC/Georgia Tech’s Tech Square network, Techstars Atlanta, founder communities", "engine": "perplexity", "q": "Where do Atlanta founders find fractional CTOs or technical advisors?"}, "caution": null}, {"slug": "atlanta-startup-village", "name": "Atlanta Startup Village", "type": "Ecosystem organization", "picks": 1, "named": 4, "quote": {"text": "Atlanta Startup Village and Atlanta Startup Founder 101 — the two biggest founder-focused communities in the city", "engine": "claude", "q": "Best places in Atlanta to find a designer or product person for an early-stage startup"}, "caution": null}, {"slug": "university-of-georgia", "name": "University of Georgia", "type": "University", "picks": 1, "named": 1, "quote": {"text": "Schedule no-cost consulting through the UGA Small Business Development Center (SBDC) Atlanta for tailored guidance on market research, financial modeling, and business planning.", "engine": "gemini", "q": "What does a non-technical person in Atlanta with a business idea do first?"}, "caution": null}]}, {"id": "who-prospective_student", "kind": "who", "key": "prospective_student", "label": "I'm choosing a school and want to build", "answers": 16, "questions": [{"id": "atlp_004", "text": "Which universities in Atlanta produce the most venture-backed startups?"}, {"id": "atlp_005", "text": "I want to start a company while I'm in college. What does Atlanta offer student founders that I should know before I choose a school?"}, {"id": "atlp_016", "text": "I'm an MBA applicant who wants to start a company. Which Atlanta business schools are best for founders?"}, {"id": "atlp_020", "text": "How do Atlanta's universities work together on startups, if at all?"}], "question_count": 4, "no_org": 0, "orgs": [{"slug": "georgia-tech", "name": "Georgia Tech", "type": "University", "picks": 13, "named": 16, "quote": {"text": "Georgia Institute of Technology is clearly the standout in Atlanta", "engine": "chatgpt", "q": "Which universities in Atlanta produce the most venture-backed startups?"}, "caution": null}, {"slug": "emory-university", "name": "Emory University", "type": "University", "picks": 5, "named": 16, "quote": {"text": "Strong second ecosystem, particularly life sciences/healthcare", "engine": "chatgpt", "q": "Which universities in Atlanta produce the most venture-backed startups?"}, "caution": null}, {"slug": "georgia-tech-create-x", "name": "Georgia Tech CREATE-X", "type": "University startup program", "picks": 3, "named": 13, "quote": {"text": "the standout is CREATE-X", "engine": "chatgpt", "q": "I want to start a company while I'm in college. What does Atlanta offer student founders that I should know before I choose a school?"}, "caution": "Headline Tech startup program but mostly undergraduate; verify grad eligibility"}, {"slug": "georgia-state-university", "name": "Georgia State University", "type": "University", "picks": 0, "named": 16, "quote": null, "caution": null}, {"slug": "morehouse-college", "name": "Morehouse College", "type": "University (HBCU)", "picks": 0, "named": 12, "quote": null, "caution": null}, {"slug": "atdc", "name": "ATDC", "type": "Incubator (Georgia Tech)", "picks": 0, "named": 12, "quote": null, "caution": "Ecosystem center of gravity but explicitly single-institution, not collaborative"}, {"slug": "spelman-college", "name": "Spelman College", "type": "University (HBCU)", "picks": 0, "named": 11, "quote": null, "caution": null}, {"slug": "clark-atlanta-university", "name": "Clark Atlanta University", "type": "University (HBCU)", "picks": 0, "named": 11, "quote": null, "caution": null}]}, {"id": "who-relocating_company", "kind": "who", "key": "relocating_company", "label": "We're moving a company to Georgia", "answers": 28, "questions": [{"id": "atlp_021", "text": "We're moving a 40-person software company to the Southeast. What incentives does Georgia offer, and who do I call?"}, {"id": "atlp_025", "text": "Compare state support for startups in Georgia, Texas, North Carolina and Florida."}, {"id": "atlp_030", "text": "What is Georgia doing to attract AI companies?"}, {"id": "atlp_032", "text": "What is the jobs tax credit for technology companies in Georgia?"}, {"id": "atlp_033", "text": "Which economic development organizations in metro Atlanta work with startups, and what does each one do?"}, {"id": "atlp_034", "text": "How does Atlanta's cost of doing business compare with Austin, Nashville and Raleigh for a 20-person startup?"}, {"id": "atlp_036", "text": "Which workforce training programs in Georgia will help me hire engineers?"}], "question_count": 7, "no_org": 9, "orgs": [{"slug": "georgia-department-of-economic-development", "name": "Georgia Department of Economic Development", "type": "State agency", "picks": 5, "named": 12, "quote": {"text": "I'd start with the Georgia Department of Economic Development (GDEcD) Global Commerce Statewide Project Team.", "engine": "chatgpt", "q": "We're moving a 40-person software company to the Southeast. What incentives does Georgia offer, and who do I call?"}, "caution": null}, {"slug": "georgia-tech", "name": "Georgia Tech", "type": "University", "picks": 2, "named": 13, "quote": {"text": "Georgia Tech is the anchor. The state benefits from Georgia Institute of Technology and the Georgia Artificial Intelligence in Manufacturing (Georgia AIM) initiative.", "engine": "chatgpt", "q": "What is Georgia doing to attract AI companies?"}, "caution": null}, {"slug": "atdc", "name": "ATDC", "type": "Incubator (Georgia Tech)", "picks": 2, "named": 6, "quote": {"text": "For an early-stage technology startup, I'd start with ATDC for company-building assistance", "engine": "chatgpt", "q": "Which economic development organizations in metro Atlanta work with startups, and what does each one do?"}, "caution": null}, {"slug": "invest-atlanta", "name": "Invest Atlanta", "type": "Public agency", "picks": 1, "named": 4, "quote": {"text": "I'd start with ATDC for company-building assistance and Invest Atlanta if the company is inside Atlanta city limits.", "engine": "chatgpt", "q": "Which economic development organizations in metro Atlanta work with startups, and what does each one do?"}, "caution": null}, {"slug": "georgia-center-of-innovation", "name": "Georgia Center of Innovation", "type": "State program", "picks": 0, "named": 5, "quote": null, "caution": null}, {"slug": "metro-atlanta-chamber", "name": "Metro Atlanta Chamber", "type": "Public agency", "picks": 0, "named": 5, "quote": null, "caution": null}, {"slug": "university-of-georgia", "name": "University of Georgia", "type": "University", "picks": 0, "named": 5, "quote": null, "caution": null}, {"slug": "startup-atlanta", "name": "Startup Atlanta", "type": "Ecosystem guide", "picks": 0, "named": 4, "quote": null, "caution": null}]}, {"id": "who-relocating_founder", "kind": "who", "key": "relocating_founder", "label": "I'm moving my startup to Atlanta", "answers": 84, "questions": [{"id": "atli_054", "text": "I am relocating to Atlanta with an already funded company. Is a local program worth joining or should I skip it?"}, {"id": "atli_057", "text": "I am moving to Atlanta next month to start a company. What should I plug into in my first 30 days?"}, {"id": "atli_060", "text": "Atlanta startup scene: who does what?"}, {"id": "atli_062", "text": "Give me a 30-60-90 day plan for plugging into Atlanta's startup community."}, {"id": "atli_065", "text": "I moved to Atlanta from the Bay Area. Who should I meet in my first month?"}, {"id": "atli_066", "text": "What is the best newsletter, directory or resource for keeping up with Atlanta startups?"}, {"id": "atli_067", "text": "New to Atlanta, want to meet other founders. Where do I go on a Tuesday night?"}, {"id": "atli_068", "text": "My cofounder and I are both new to Atlanta and know nobody here. What is the fastest way in?"}], "question_count": 21, "no_org": 1, "orgs": [{"slug": "atlanta-tech-village", "name": "Atlanta Tech Village", "type": "Space and community", "picks": 30, "named": 67, "quote": {"text": "2. Atlanta Tech Village - Buckhead — use it as a networking hub, not merely coworking.", "engine": "chatgpt", "q": "I am moving to Atlanta next month to start a company. What should I plug into in my first 30 days?"}, "caution": null}, {"slug": "atdc", "name": "ATDC", "type": "Incubator (Georgia Tech)", "picks": 23, "named": 61, "quote": {"text": "The Atlanta option I’d investigate first is ATDC, Georgia Tech’s startup incubator.", "engine": "chatgpt", "q": "I am relocating to Atlanta with an already funded company. Is a local program worth joining or should I skip it?"}, "caution": null}, {"slug": "georgia-tech", "name": "Georgia Tech", "type": "University", "picks": 7, "named": 73, "quote": {"text": "Georgia Tech is arguably the ecosystem’s foundational institution.", "engine": "chatgpt", "q": "How would you describe Atlanta's startup ecosystem, and which organizations anchor it?"}, "caution": null}, {"slug": "startup-atlanta", "name": "Startup Atlanta", "type": "Ecosystem guide", "picks": 4, "named": 22, "quote": {"text": "the Startup Atlanta Ecosystem Guide as your directory of everything else", "engine": "claude", "q": "What is the best newsletter, directory or resource for keeping up with Atlanta startups?"}, "caution": null}, {"slug": "hypepotamus", "name": "Hypepotamus", "type": "Startup news", "picks": 4, "named": 9, "quote": {"text": "If you want one resource to keep up with Atlanta startups, I’d pick Hypepotamus.", "engine": "chatgpt", "q": "What is the best newsletter, directory or resource for keeping up with Atlanta startups?"}, "caution": null}, {"slug": "venture-atlanta", "name": "Venture Atlanta", "type": "Investor conference", "picks": 2, "named": 22, "quote": {"text": "This is probably the highest-leverage thing on your first-month calendar.", "engine": "chatgpt", "q": "I am moving to Atlanta next month to start a company. What should I plug into in my first 30 days?"}, "caution": null}, {"slug": "engage", "name": "Engage", "type": "Accelerator and fund", "picks": 2, "named": 17, "quote": {"text": "Do consider the non-dilutive ones (ATDC, Engage-style corporate programs) purely for warm intros", "engine": "claude", "q": "I am relocating to Atlanta with an already funded company. Is a local program worth joining or should I skip it?"}, "caution": null}, {"slug": "georgia-tech-create-x", "name": "Georgia Tech CREATE-X", "type": "University startup program", "picks": 1, "named": 10, "quote": {"text": "ATDC and CREATE-X are central entry points.", "engine": "perplexity", "q": "Atlanta startup scene: who does what?"}, "caution": null}]}, {"id": "who-seed_founder_raising", "kind": "who", "key": "seed_founder_raising", "label": "I'm raising a pre-seed or seed round", "answers": 192, "questions": [{"id": "atli_001", "text": "Who actually leads seed rounds for Atlanta software startups?"}, {"id": "atli_002", "text": "How does a pre-revenue Atlanta founder get in front of accredited angel investors?"}, {"id": "atli_005", "text": "Which Atlanta funds write pre-seed checks under $500k?"}, {"id": "atli_006", "text": "I have an Atlanta B2B SaaS company at $40k MRR. Which local investors should be on my raise list?"}, {"id": "atli_009", "text": "Who in Atlanta writes the first institutional check for a hardware or deep tech company?"}, {"id": "atli_010", "text": "What is the realistic path from an Atlanta demo day to a term sheet?"}, {"id": "atli_011", "text": "Compare the main early-stage venture funds based in Atlanta by stage and check size."}, {"id": "atli_013", "text": "Which Atlanta investors actually take cold inbound from founders they have never met?"}], "question_count": 48, "no_org": 11, "orgs": [{"slug": "atdc", "name": "ATDC", "type": "Incubator (Georgia Tech)", "picks": 55, "named": 118, "quote": {"text": "1. ATDC Investor Connect — probably the cleanest answer to your question.", "engine": "chatgpt", "q": "Which Atlanta organizations run real investor introduction programs rather than just pitch events?"}, "caution": "Major incubator but its accelerator requires a technology component, excluding many consumer brands"}, {"slug": "engage", "name": "Engage", "type": "Accelerator and fund", "picks": 23, "named": 80, "quote": {"text": "Engage is probably the best starting point", "engine": "chatgpt", "q": "Corporate venture arms in Atlanta that invest in early-stage startups"}, "caution": "Provides founder support but writes checks, so doesn't match the request"}, {"slug": "atlanta-tech-village", "name": "Atlanta Tech Village", "type": "Space and community", "picks": 15, "named": 83, "quote": {"text": "unusually explicit about the distinction you're making: they say they schedule actual meetings with VCs", "engine": "chatgpt", "q": "Which Atlanta organizations run real investor introduction programs rather than just pitch events?"}, "caution": "Big network but no guaranteed buyer matchmaking; Growth Table is the exception"}, {"slug": "overline", "name": "Overline", "type": "Venture fund", "picks": 10, "named": 39, "quote": {"text": "Overline is probably the cleanest answer to your question.", "engine": "chatgpt", "q": "Who actually leads seed rounds for Atlanta software startups?"}, "caution": "Local fund noted as software/fintech oriented, not a hardware backer"}, {"slug": "tech-square-ventures", "name": "Tech Square Ventures", "type": "Venture fund", "picks": 9, "named": 61, "quote": {"text": "Tech Square Ventures is the other obvious first call for B2B software.", "engine": "chatgpt", "q": "Who actually leads seed rounds for Atlanta software startups?"}, "caution": "Useful VC relationship but not the immediate pre-revenue angel path"}, {"slug": "atlanta-ventures", "name": "Atlanta Ventures", "type": "Venture fund", "picks": 5, "named": 51, "quote": {"text": "1\tAtlanta Ventures\tExplicit HealthIT focus and an existing Atlanta HealthIT portfolio", "engine": "chatgpt", "q": "Build me a target list of 15 Atlanta-area seed investors for a healthtech company."}, "caution": "Important locally but studio/company-building model unlike an institutional seed lead"}, {"slug": "bip-ventures", "name": "BIP Ventures", "type": "Venture fund", "picks": 5, "named": 35, "quote": {"text": "especially TTV Capital, Tech Square Ventures and BIP Ventures", "engine": "chatgpt", "q": "Who invests in Atlanta insurtech startups?"}, "caution": "Major multi-stage Atlanta investor but not a default ordinary seed lead"}, {"slug": "techstars-atlanta", "name": "Techstars Atlanta", "type": "Accelerator", "picks": 5, "named": 34, "quote": {"text": "I’d choose Techstars Atlanta for a general tech startup.", "engine": "chatgpt", "q": "I can only do one program this year. Which Atlanta accelerator gives me the best shot at a seed round?"}, "caution": "Described as permanently closed, not a current option despite historical importance"}]}, {"id": "who-series_a_founder", "kind": "who", "key": "series_a_founder", "label": "I'm raising a Series A", "answers": 64, "questions": [{"id": "atli_003", "text": "My Atlanta SaaS company is at $2M ARR and raising a Series A. Do I have to go to New York or the Bay Area for the lead?"}, {"id": "atli_008", "text": "Is there enough Series A capital in Atlanta, or does everyone leave to raise?"}, {"id": "atli_018", "text": "Series A investors actively backing Atlanta and Southeast SaaS companies"}, {"id": "atli_024", "text": "Do Atlanta investors expect founders to relocate or open an office elsewhere after a raise?"}, {"id": "atli_033", "text": "Is there anything in Atlanta for founders who are already past product-market fit, or is it all pre-seed programming?"}, {"id": "atli_039", "text": "Which Atlanta programs are built for revenue-generating companies rather than idea-stage founders?"}, {"id": "atli_084", "text": "I am building enterprise software for healthcare systems. What does Atlanta offer me specifically?"}, {"id": "atli_112", "text": "What is the best way to hire senior engineers in Atlanta without paying Bay Area salaries?"}], "question_count": 16, "no_org": 6, "orgs": [{"slug": "georgia-tech", "name": "Georgia Tech", "type": "University", "picks": 14, "named": 43, "quote": {"text": "Georgia Tech is a major engineering talent anchor for Atlanta startups.", "engine": "chatgpt", "q": "Where do Atlanta startups source their first five engineering hires?"}, "caution": null}, {"slug": "atdc", "name": "ATDC", "type": "Incubator (Georgia Tech)", "picks": 8, "named": 28, "quote": {"text": "If you're somewhere around $1M-$5M ARR, I'd start with ATDC Signature.", "engine": "chatgpt", "q": "Is there anything in Atlanta for founders who are already past product-market fit, or is it all pre-seed programming?"}, "caution": "Skews pre-seed/idea stage, so not a match for revenue-stage founders"}, {"slug": "atlanta-tech-village", "name": "Atlanta Tech Village", "type": "Space and community", "picks": 5, "named": 23, "quote": {"text": "If you're $5M+, I'd put Growth Table/Endeavor and EO-style peer networks above almost all of the conventional accelerator programming.", "engine": "chatgpt", "q": "Is there anything in Atlanta for founders who are already past product-market fit, or is it all pre-seed programming?"}, "caution": null}, {"slug": "bip-ventures", "name": "BIP Ventures", "type": "Venture fund", "picks": 3, "named": 15, "quote": {"text": "Atlanta HQ; explicitly targets Enterprise SaaS, software/infrastructure, fintech and related categories.", "engine": "chatgpt", "q": "Series A investors actively backing Atlanta and Southeast SaaS companies"}, "caution": null}, {"slug": "emory-university", "name": "Emory University", "type": "University", "picks": 2, "named": 18, "quote": {"text": "Emory can be more than a prospective customer. The Emory Healthcare Innovation Hub explicitly works with companies to develop, validate, and facilitate adoption of healthcare technologies", "engine": "chatgpt", "q": "I am building enterprise software for healthcare systems. What does Atlanta offer me specifically?"}, "caution": null}, {"slug": "engage", "name": "Engage", "type": "Accelerator and fund", "picks": 2, "named": 16, "quote": {"text": "Engage (Tech Square Ventures) — This is probably the clearest fit.", "engine": "claude", "q": "Which Atlanta programs are built for revenue-generating companies rather than idea-stage founders?"}, "caution": null}, {"slug": "georgia-tech-create-x", "name": "Georgia Tech CREATE-X", "type": "University startup program", "picks": 2, "named": 9, "quote": {"text": "Georgia Tech + CREATE-X — strongest source for technical interns and early engineers.", "engine": "chatgpt", "q": "Which Atlanta organizations run talent or hiring programs for startups?"}, "caution": "Early-stage entry point for idea-stage founders, not revenue-stage"}, {"slug": "tech-square-ventures", "name": "Tech Square Ventures", "type": "Venture fund", "picks": 1, "named": 16, "quote": {"text": "One of the strongest Atlanta fits: enterprise/B2B, applied AI, vertical software", "engine": "chatgpt", "q": "Series A investors actively backing Atlanta and Southeast SaaS companies"}, "caution": null}]}, {"id": "who-student_founder", "kind": "who", "key": "student_founder", "label": "I'm a student with a startup idea", "answers": 24, "questions": [{"id": "atlp_001", "text": "I'm a computer science student in Atlanta with a startup idea. Which university programs can I join while I'm still enrolled?"}, {"id": "atlp_002", "text": "Which Atlanta universities have the strongest startup accelerators or incubators for students?"}, {"id": "atlp_006", "text": "Are there startup programs at Atlanta's HBCUs, and who can join them?"}, {"id": "atlp_007", "text": "Which Atlanta university programs give student startups funding, and how much?"}, {"id": "atlp_017", "text": "Is there a student venture fund in Atlanta that invests in student startups?"}, {"id": "atlp_018", "text": "Which Atlanta universities run hackathons or pitch competitions that are open to the public?"}], "question_count": 6, "no_org": 0, "orgs": [{"slug": "georgia-tech-create-x", "name": "Georgia Tech CREATE-X", "type": "University startup program", "picks": 11, "named": 17, "quote": {"text": "If you're at Georgia Tech, that points strongly toward CREATE-X", "engine": "chatgpt", "q": "I'm a computer science student in Atlanta with a startup idea. Which university programs can I join while I'm still enrolled?"}, "caution": null}, {"slug": "georgia-tech", "name": "Georgia Tech", "type": "University", "picks": 6, "named": 20, "quote": {"text": "Georgia Tech has the clearest end-to-end venture-building infrastructure: coursework → prototype → funded launch.", "engine": "chatgpt", "q": "Which Atlanta universities have the strongest startup accelerators or incubators for students?"}, "caution": null}, {"slug": "emory-university", "name": "Emory University", "type": "University", "picks": 1, "named": 20, "quote": {"text": "Emory is the strongest alternative for founders who want a highly supported, cross-disciplinary program", "engine": "perplexity", "q": "Which Atlanta universities have the strongest startup accelerators or incubators for students?"}, "caution": "Its competitions are restricted to Emory students, not public entry"}, {"slug": "georgia-state-university", "name": "Georgia State University", "type": "University", "picks": 0, "named": 19, "quote": null, "caution": "Has entrepreneurship coursework but no confirmed defined startup funding amount"}, {"slug": "morehouse-college", "name": "Morehouse College", "type": "University (HBCU)", "picks": 0, "named": 14, "quote": null, "caution": null}, {"slug": "spelman-college", "name": "Spelman College", "type": "University (HBCU)", "picks": 0, "named": 13, "quote": null, "caution": null}, {"slug": "clark-atlanta-university", "name": "Clark Atlanta University", "type": "University (HBCU)", "picks": 0, "named": 12, "quote": null, "caution": null}, {"slug": "atdc", "name": "ATDC", "type": "Incubator (Georgia Tech)", "picks": 0, "named": 9, "quote": null, "caution": null}]}, {"id": "who-suburban_founder", "kind": "who", "key": "suburban_founder", "label": "I'm based outside the city limits", "answers": 8, "questions": [{"id": "atlp_026", "text": "I run a startup in Atlanta's northern suburbs. What do the cities outside Atlanta offer startups that the city itself doesn't?"}, {"id": "atlp_040", "text": "Which Atlanta-area chambers of commerce are worth joining as a tech startup?"}], "question_count": 2, "no_org": 0, "orgs": [{"slug": "curiosity-lab-at-peachtree-corners", "name": "Curiosity Lab at Peachtree Corners", "type": "City innovation district", "picks": 4, "named": 4, "quote": {"text": "Peachtree Corners is the clearest example. Its Curiosity Lab at Peachtree Corners gives companies access to a real-world smart-city environment", "engine": "chatgpt", "q": "I run a startup in Atlanta's northern suburbs. What do the cities outside Atlanta offer startups that the city itself doesn't?"}, "caution": null}, {"slug": "technology-association-of-georgia", "name": "Technology Association of Georgia", "type": "Association", "picks": 4, "named": 4, "quote": {"text": "for a technology company I'd compare TAG directly against every chamber membership", "engine": "chatgpt", "q": "Which Atlanta-area chambers of commerce are worth joining as a tech startup?"}, "caution": null}, {"slug": "metro-atlanta-chamber", "name": "Metro Atlanta Chamber", "type": "Public agency", "picks": 3, "named": 4, "quote": {"text": "Metro Atlanta Chamber — the strongest chamber to investigate first if you're building a venture-scale B2B tech company.", "engine": "chatgpt", "q": "Which Atlanta-area chambers of commerce are worth joining as a tech startup?"}, "caution": null}, {"slug": "tech-north-atlanta", "name": "Tech North Atlanta", "type": "Association", "picks": 1, "named": 5, "quote": {"text": "Alpharetta runs Tech North Atlanta (formerly Tech Alpharetta) to mentor tech ventures", "engine": "gemini", "q": "I run a startup in Atlanta's northern suburbs. What do the cities outside Atlanta offer startups that the city itself doesn't?"}, "caution": null}, {"slug": "startup-atlanta", "name": "Startup Atlanta", "type": "Ecosystem guide", "picks": 1, "named": 1, "quote": {"text": "Startup Atlanta is also highly worthwhile... I would choose TAG + Startup Atlanta first", "engine": "perplexity", "q": "Which Atlanta-area chambers of commerce are worth joining as a tech startup?"}, "caution": null}, {"slug": "atlanta-tech-village", "name": "Atlanta Tech Village", "type": "Space and community", "picks": 0, "named": 6, "quote": null, "caution": null}, {"slug": "atdc", "name": "ATDC", "type": "Incubator (Georgia Tech)", "picks": 0, "named": 5, "quote": null, "caution": null}, {"slug": "georgia-tech", "name": "Georgia Tech", "type": "University", "picks": 0, "named": 3, "quote": null, "caution": null}]}, {"id": "who-underrepresented_founder", "kind": "who", "key": "underrepresented_founder", "label": "I'm an underrepresented founder", "answers": 68, "questions": [{"id": "atli_029", "text": "A Black woman founder in Atlanta raising $1M: who realistically writes that check?"}, {"id": "atli_049", "text": "Which Atlanta programs are built for Black or Latino founders, and which are open to everyone?"}, {"id": "atli_126", "text": "What Atlanta programs and funds are built for Black founders raising their first round?"}, {"id": "atli_127", "text": "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?"}, {"id": "atli_128", "text": "Where should a woman founder in Atlanta go for capital and sponsorship?"}, {"id": "atli_129", "text": "Atlanta accelerators for Black founders"}, {"id": "atli_130", "text": "Which Atlanta organizations have actually funded Black women founders, not just featured them?"}, {"id": "atli_131", "text": "Is Atlanta actually better than other cities for underrepresented founders, or is that reputation dated?"}], "question_count": 17, "no_org": 0, "orgs": [{"slug": "collab-capital", "name": "Collab Capital", "type": "Venture fund", "picks": 12, "named": 33, "quote": {"text": "Collab Capital — highest-priority conversation.", "engine": "chatgpt", "q": "A Black woman founder in Atlanta raising $1M: who realistically writes that check?"}, "caution": null}, {"slug": "fearless-fund", "name": "Fearless Fund", "type": "Venture fund", "picks": 8, "named": 28, "quote": {"text": "Underrepresented founder angle\n\nFearless Fund (especially women founders of color)", "engine": "chatgpt", "q": "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?"}, "caution": "Thesis fit for women-of-color founders but qualify before investing fundraising time"}, {"slug": "atdc", "name": "ATDC", "type": "Incubator (Georgia Tech)", "picks": 5, "named": 19, "quote": {"text": "The strongest general-access option is ATDC at Georgia Tech.", "engine": "chatgpt", "q": "Which Atlanta programs are built for Black or Latino founders, and which are open to everyone?"}, "caution": "Accelerator infrastructure, explicitly not a check writer"}, {"slug": "russell-innovation-center-for-entrepreneurs", "name": "Russell Innovation Center for Entrepreneurs", "type": "Program", "picks": 5, "named": 14, "quote": {"text": "One of Atlanta’s strongest ecosystems for Black entrepreneurs.", "engine": "chatgpt", "q": "Atlanta accelerators for Black founders"}, "caution": "Founder development and training, not an advertised direct investment fund"}, {"slug": "goodie-nation", "name": "Goodie Nation", "type": "Program", "picks": 4, "named": 18, "quote": {"text": "apply to or attend events at RICE and Goodie Nation first — they're the most accessible entry points", "engine": "claude", "q": "Where do Black founders in Atlanta find mentorship from people who have actually exited?"}, "caution": "Ecosystem builder and investor connector, not itself a fund that writes checks"}, {"slug": "valor-ventures", "name": "Valor Ventures", "type": "Venture fund", "picks": 4, "named": 11, "quote": {"text": "the shortlist I would start with is: ... Valor Ventures", "engine": "chatgpt", "q": "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?"}, "caution": null}, {"slug": "atlanta-tech-village", "name": "Atlanta Tech Village", "type": "Space and community", "picks": 2, "named": 23, "quote": {"text": "It Takes A Village (Atlanta Tech Village) — best fit if you have a tech startup and need investor access.", "engine": "chatgpt", "q": "Which Atlanta programs for underrepresented founders lead to actual investment rather than a certificate?"}, "caution": "Community and space often mistaken for an investor; not a VC fund"}, {"slug": "invest-atlanta", "name": "Invest Atlanta", "type": "Public agency", "picks": 2, "named": 15, "quote": {"text": "start with WEI/Invest Atlanta for locally grounded support", "engine": "perplexity", "q": "Where should a woman founder in Atlanta go for capital and sponsorship?"}, "caution": null}]}, {"id": "need-capital_path", "kind": "need", "key": "capital_path", "label": "Who will fund me?", "answers": 120, "questions": [{"id": "atli_001", "text": "Who actually leads seed rounds for Atlanta software startups?"}, {"id": "atli_002", "text": "How does a pre-revenue Atlanta founder get in front of accredited angel investors?"}, {"id": "atli_003", "text": "My Atlanta SaaS company is at $2M ARR and raising a Series A. Do I have to go to New York or the Bay Area for the lead?"}, {"id": "atli_004", "text": "Where does proprietary early-stage deal flow come from in Atlanta?"}, {"id": "atli_005", "text": "Which Atlanta funds write pre-seed checks under $500k?"}, {"id": "atli_006", "text": "I have an Atlanta B2B SaaS company at $40k MRR. Which local investors should be on my raise list?"}, {"id": "atli_007", "text": "Atlanta angel groups that fund pre-revenue software companies"}, {"id": "atli_008", "text": "Is there enough Series A capital in Atlanta, or does everyone leave to raise?"}], "question_count": 30, "no_org": 6, "orgs": [{"slug": "overline", "name": "Overline", "type": "Venture fund", "picks": 13, "named": 48, "quote": {"text": "Overline is probably the cleanest answer to your question.", "engine": "chatgpt", "q": "Who actually leads seed rounds for Atlanta software startups?"}, "caution": "Local fund noted as software/fintech oriented, not a hardware backer"}, {"slug": "atlanta-technology-angels", "name": "Atlanta Technology Angels", "type": "Angel network", "picks": 13, "named": 33, "quote": {"text": "Atlanta Technology Angels — probably your most direct route.", "engine": "chatgpt", "q": "How does a pre-revenue Atlanta founder get in front of accredited angel investors?"}, "caution": "Not an introduction service; it is an investor with an application process"}, {"slug": "atdc", "name": "ATDC", "type": "Incubator (Georgia Tech)", "picks": 11, "named": 38, "quote": {"text": "For a tech startup at pre-seed, I'd start with ATDC even if you're not ready for its more advanced programs.", "engine": "chatgpt", "q": "Non-dilutive funding options for an early-stage Atlanta startup"}, "caution": null}, {"slug": "tech-square-ventures", "name": "Tech Square Ventures", "type": "Venture fund", "picks": 8, "named": 55, "quote": {"text": "Tech Square Ventures is the other obvious first call for B2B software.", "engine": "chatgpt", "q": "Who actually leads seed rounds for Atlanta software startups?"}, "caution": "Useful VC relationship but not the immediate pre-revenue angel path"}, {"slug": "venture-atlanta", "name": "Venture Atlanta", "type": "Investor conference", "picks": 8, "named": 46, "quote": {"text": "Verdict: ⭐⭐⭐⭐⭐ — Put this at the top of your 2027 list.", "engine": "chatgpt", "q": "Best Atlanta startup pitch competitions with real money attached"}, "caution": "Good deal flow but not proprietary; pitch reaches many funds at once"}, {"slug": "atlanta-tech-village", "name": "Atlanta Tech Village", "type": "Space and community", "picks": 8, "named": 33, "quote": {"text": "unusually explicit about the distinction you're making: they say they schedule actual meetings with VCs", "engine": "chatgpt", "q": "Which Atlanta organizations run real investor introduction programs rather than just pitch events?"}, "caution": null}, {"slug": "bip-ventures", "name": "BIP Ventures", "type": "Venture fund", "picks": 7, "named": 43, "quote": {"text": "Atlanta HQ; explicitly targets Enterprise SaaS, software/infrastructure, fintech and related categories.", "engine": "chatgpt", "q": "Series A investors actively backing Atlanta and Southeast SaaS companies"}, "caution": "Major multi-stage Atlanta investor but not a default ordinary seed lead"}, {"slug": "atlanta-ventures", "name": "Atlanta Ventures", "type": "Venture fund", "picks": 6, "named": 51, "quote": {"text": "1\tAtlanta Ventures\tExplicit HealthIT focus and an existing Atlanta HealthIT portfolio", "engine": "chatgpt", "q": "Build me a target list of 15 Atlanta-area seed investors for a healthtech company."}, "caution": "Important locally but studio/company-building model unlike an institutional seed lead"}]}, {"id": "need-ecosystem_shape", "kind": "need", "key": "ecosystem_shape", "label": "How does it all fit together?", "answers": 40, "questions": [{"id": "atli_141", "text": "How would you describe Atlanta's startup ecosystem, and which organizations anchor it?"}, {"id": "atli_142", "text": "If a Fortune 500 company wanted to plug into Atlanta's startup scene, who would it work with?"}, {"id": "atli_143", "text": "What are the biggest weaknesses of Atlanta's startup ecosystem?"}, {"id": "atli_144", "text": "Who are the most important people and organizations in Atlanta tech?"}, {"id": "atli_145", "text": "How has Atlanta's startup ecosystem changed in the last five years?"}, {"id": "atli_146", "text": "Map Atlanta's startup ecosystem: capital, programs, spaces and community."}, {"id": "atli_147", "text": "Is Atlanta's startup ecosystem growing or has it plateaued?"}, {"id": "atli_148", "text": "Our economic development agency wants to support Atlanta startups. Where does the money do the most good?"}], "question_count": 10, "no_org": 2, "orgs": [{"slug": "atdc", "name": "ATDC", "type": "Incubator (Georgia Tech)", "picks": 13, "named": 31, "quote": {"text": "one of the region’s most important startup incubators", "engine": "chatgpt", "q": "How would you describe Atlanta's startup ecosystem, and which organizations anchor it?"}, "caution": null}, {"slug": "georgia-tech", "name": "Georgia Tech", "type": "University", "picks": 7, "named": 37, "quote": {"text": "Georgia Tech is arguably the ecosystem’s foundational institution.", "engine": "chatgpt", "q": "How would you describe Atlanta's startup ecosystem, and which organizations anchor it?"}, "caution": null}, {"slug": "atlanta-tech-village", "name": "Atlanta Tech Village", "type": "Space and community", "picks": 7, "named": 25, "quote": {"text": "one of the city’s most visible founder communities", "engine": "chatgpt", "q": "How would you describe Atlanta's startup ecosystem, and which organizations anchor it?"}, "caution": null}, {"slug": "engage", "name": "Engage", "type": "Accelerator and fund", "picks": 5, "named": 14, "quote": {"text": "Probably the most direct “corporate-to-startup matchmaking” channel in Atlanta.", "engine": "chatgpt", "q": "If a Fortune 500 company wanted to plug into Atlanta's startup scene, who would it work with?"}, "caution": null}, {"slug": "startup-atlanta", "name": "Startup Atlanta", "type": "Ecosystem guide", "picks": 2, "named": 9, "quote": {"text": "Startup Atlanta is probably the best \"front door.\"", "engine": "chatgpt", "q": "Map Atlanta's startup ecosystem: capital, programs, spaces and community."}, "caution": null}, {"slug": "venture-atlanta", "name": "Venture Atlanta", "type": "Investor conference", "picks": 1, "named": 16, "quote": {"text": "The conference founders point each other to when it's time to raise... a \"can't miss\" annual event", "engine": "claude", "q": "Which Atlanta organizations do founders actually recommend to each other?"}, "caution": null}, {"slug": "techstars-atlanta", "name": "Techstars Atlanta", "type": "Accelerator", "picks": 1, "named": 7, "quote": {"text": "it's back for a second season as a community-backed, locally-supported initiative with access to Techstars' global network", "engine": "claude", "q": "Which Atlanta organizations do founders actually recommend to each other?"}, "caution": null}, {"slug": "emory-university", "name": "Emory University", "type": "University", "picks": 0, "named": 15, "quote": null, "caution": null}]}, {"id": "need-front_door", "kind": "need", "key": "front_door", "label": "Where do I start?", "answers": 80, "questions": [{"id": "atli_056", "text": "I have a software idea and no startup network in Atlanta. What are the first three organizations I should reach out to?"}, {"id": "atli_057", "text": "I am moving to Atlanta next month to start a company. What should I plug into in my first 30 days?"}, {"id": "atli_058", "text": "Who in Atlanta actually helps first-time founders, as opposed to just hosting events?"}, {"id": "atli_059", "text": "Where does someone starting a company in Atlanta go first?"}, {"id": "atli_060", "text": "Atlanta startup scene: who does what?"}, {"id": "atli_061", "text": "There seem to be a dozen Atlanta startup organizations doing similar things. How do I tell them apart?"}, {"id": "atli_062", "text": "Give me a 30-60-90 day plan for plugging into Atlanta's startup community."}, {"id": "atli_063", "text": "Which Atlanta startup events are actually worth a founder's time?"}], "question_count": 20, "no_org": 1, "orgs": [{"slug": "atlanta-tech-village", "name": "Atlanta Tech Village", "type": "Space and community", "picks": 26, "named": 72, "quote": {"text": "2. Atlanta Tech Village - Buckhead — use it as a networking hub, not merely coworking.", "engine": "chatgpt", "q": "I am moving to Atlanta next month to start a company. What should I plug into in my first 30 days?"}, "caution": "Networking ecosystem, not a substitute for repeated individual business coaching"}, {"slug": "atdc", "name": "ATDC", "type": "Incubator (Georgia Tech)", "picks": 24, "named": 62, "quote": {"text": "ATDC — Georgia Tech, Tech Square. Start here.", "engine": "chatgpt", "q": "I have a software idea and no startup network in Atlanta. What are the first three organizations I should reach out to?"}, "caution": null}, {"slug": "startup-atlanta", "name": "Startup Atlanta", "type": "Ecosystem guide", "picks": 11, "named": 24, "quote": {"text": "If you want one organization to use as the front door to Atlanta's startup ecosystem, I'd start with Startup Atlanta.", "engine": "chatgpt", "q": "Is there a single organization that helps you navigate Atlanta's startup ecosystem?"}, "caution": null}, {"slug": "venture-atlanta", "name": "Venture Atlanta", "type": "Investor conference", "picks": 5, "named": 22, "quote": {"text": "This is probably the highest-leverage thing on your first-month calendar.", "engine": "chatgpt", "q": "I am moving to Atlanta next month to start a company. What should I plug into in my first 30 days?"}, "caution": null}, {"slug": "university-of-georgia", "name": "University of Georgia", "type": "University", "picks": 5, "named": 10, "quote": {"text": "I’d start with the UGA Small Business Development Center in Atlanta", "engine": "chatgpt", "q": "Where does someone starting a company in Atlanta go first?"}, "caution": null}, {"slug": "georgia-tech-create-x", "name": "Georgia Tech CREATE-X", "type": "University startup program", "picks": 4, "named": 16, "quote": {"text": "CREATE-X should be near the top of your list. It has involved 34,000+ students and produced 770+ student startups", "engine": "chatgpt", "q": "What should a college student in Atlanta do to get into the startup world?"}, "caution": "Only for Georgia Tech affiliates; skip without that tie"}, {"slug": "hypepotamus", "name": "Hypepotamus", "type": "Startup news", "picks": 4, "named": 6, "quote": {"text": "If you want one resource to keep up with Atlanta startups, I’d pick Hypepotamus.", "engine": "chatgpt", "q": "What is the best newsletter, directory or resource for keeping up with Atlanta startups?"}, "caution": null}, {"slug": "georgia-tech", "name": "Georgia Tech", "type": "University", "picks": 1, "named": 61, "quote": {"text": "it has a clear gravity center in Midtown-especially Georgia Tech’s Tech Square", "engine": "perplexity", "q": "Is Atlanta's startup community centralized downtown or spread across the metro?"}, "caution": null}]}, {"id": "need-inclusion", "kind": "need", "key": "inclusion", "label": "Programs and capital for underrepresented founders", "answers": 60, "questions": [{"id": "atli_126", "text": "What Atlanta programs and funds are built for Black founders raising their first round?"}, {"id": "atli_127", "text": "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?"}, {"id": "atli_128", "text": "Where should a woman founder in Atlanta go for capital and sponsorship?"}, {"id": "atli_129", "text": "Atlanta accelerators for Black founders"}, {"id": "atli_130", "text": "Which Atlanta organizations have actually funded Black women founders, not just featured them?"}, {"id": "atli_131", "text": "Is Atlanta actually better than other cities for underrepresented founders, or is that reputation dated?"}, {"id": "atli_132", "text": "What support exists in Atlanta for immigrant founders?"}, {"id": "atli_133", "text": "Funding and programs for Latino founders in Atlanta"}], "question_count": 15, "no_org": 0, "orgs": [{"slug": "collab-capital", "name": "Collab Capital", "type": "Venture fund", "picks": 8, "named": 26, "quote": {"text": "the strongest Atlanta examples are probably Collab Capital, Fearless Fund, 100 Black Angels & Allies Fund", "engine": "chatgpt", "q": "Are there venture funds in Atlanta run by Black investors?"}, "caution": null}, {"slug": "fearless-fund", "name": "Fearless Fund", "type": "Venture fund", "picks": 7, "named": 24, "quote": {"text": "Underrepresented founder angle\n\nFearless Fund (especially women founders of color)", "engine": "chatgpt", "q": "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?"}, "caution": "Atlanta fund for women-of-color founders; eligibility uncertain due to lawsuit"}, {"slug": "atdc", "name": "ATDC", "type": "Incubator (Georgia Tech)", "picks": 4, "named": 16, "quote": {"text": "Tech startup: ATDC + Georgia Tech networks", "engine": "chatgpt", "q": "What support exists in Atlanta for immigrant founders?"}, "caution": "Accelerator infrastructure, explicitly not a check writer"}, {"slug": "goodie-nation", "name": "Goodie Nation", "type": "Program", "picks": 4, "named": 13, "quote": {"text": "apply to or attend events at RICE and Goodie Nation first — they're the most accessible entry points", "engine": "claude", "q": "Where do Black founders in Atlanta find mentorship from people who have actually exited?"}, "caution": "Ecosystem builder and investor connector, not itself a fund that writes checks"}, {"slug": "russell-innovation-center-for-entrepreneurs", "name": "Russell Innovation Center for Entrepreneurs", "type": "Program", "picks": 4, "named": 11, "quote": {"text": "One of Atlanta’s strongest ecosystems for Black entrepreneurs.", "engine": "chatgpt", "q": "Atlanta accelerators for Black founders"}, "caution": "Founder development and training, not an advertised direct investment fund"}, {"slug": "valor-ventures", "name": "Valor Ventures", "type": "Venture fund", "picks": 4, "named": 7, "quote": {"text": "the shortlist I would start with is: ... Valor Ventures", "engine": "chatgpt", "q": "Atlanta is called a Black tech hub. Which organizations there actually write checks rather than run programming?"}, "caution": null}, {"slug": "atlanta-tech-village", "name": "Atlanta Tech Village", "type": "Space and community", "picks": 2, "named": 20, "quote": {"text": "It Takes A Village (Atlanta Tech Village) — best fit if you have a tech startup and need investor access.", "engine": "chatgpt", "q": "Which Atlanta programs for underrepresented founders lead to actual investment rather than a certificate?"}, "caution": "Community and space often mistaken for an investor; not a VC fund"}, {"slug": "invest-atlanta", "name": "Invest Atlanta", "type": "Public agency", "picks": 2, "named": 14, "quote": {"text": "start with WEI/Invest Atlanta for locally grounded support", "engine": "perplexity", "q": "Where should a woman founder in Atlanta go for capital and sponsorship?"}, "caution": null}]}, {"id": "need-program_selection", "kind": "need", "key": "program_selection", "label": "Which program should I join?", "answers": 100, "questions": [{"id": "atli_031", "text": "Which Atlanta accelerator is worth the equity for a B2B SaaS company at $20k MRR?"}, {"id": "atli_032", "text": "Compare the main startup incubators and accelerators in metro Atlanta. What is each one actually best at?"}, {"id": "atli_033", "text": "Is there anything in Atlanta for founders who are already past product-market fit, or is it all pre-seed programming?"}, {"id": "atli_034", "text": "Which Atlanta accelerators take no equity?"}, {"id": "atli_035", "text": "Free or low-cost startup programs in metro Atlanta"}, {"id": "atli_036", "text": "I can only do one program this year. Which Atlanta accelerator gives me the best shot at a seed round?"}, {"id": "atli_037", "text": "What is the application timeline for Atlanta's main startup programs?"}, {"id": "atli_038", "text": "Do Atlanta incubators actually help you raise, or is it mostly workshops?"}], "question_count": 25, "no_org": 1, "orgs": [{"slug": "atdc", "name": "ATDC", "type": "Incubator (Georgia Tech)", "picks": 41, "named": 93, "quote": {"text": "2. ATDC — I'd apply regardless. ATDC explicitly takes zero equity.", "engine": "chatgpt", "q": "Which Atlanta accelerator is worth the equity for a B2B SaaS company at $20k MRR?"}, "caution": "Skews pre-seed/idea stage, so not a match for revenue-stage founders"}, {"slug": "engage", "name": "Engage", "type": "Accelerator and fund", "picks": 20, "named": 54, "quote": {"text": "1. Engage — potentially worth dilution. You're almost exactly in its target zone.", "engine": "chatgpt", "q": "Which Atlanta accelerator is worth the equity for a B2B SaaS company at $20k MRR?"}, "caution": "Two small cohorts per year; no verifiable open application deadline"}, {"slug": "georgia-tech-create-x", "name": "Georgia Tech CREATE-X", "type": "University startup program", "picks": 6, "named": 20, "quote": {"text": "CREATE-X for university-to-startup formation", "engine": "chatgpt", "q": "Compare the main startup incubators and accelerators in metro Atlanta. What is each one actually best at?"}, "caution": "Early-stage entry point for idea-stage founders, not revenue-stage"}, {"slug": "techstars-atlanta", "name": "Techstars Atlanta", "type": "Accelerator", "picks": 5, "named": 47, "quote": {"text": "I’d choose Techstars Atlanta for a general tech startup.", "engine": "chatgpt", "q": "I can only do one program this year. Which Atlanta accelerator gives me the best shot at a seed round?"}, "caution": "Former Cox accelerator no longer operating in its old form; now community partnership"}, {"slug": "tech-north-atlanta", "name": "Tech North Atlanta", "type": "Association", "picks": 4, "named": 6, "quote": {"text": "I'd investigate both but prioritize Tech North Atlanta ... my first four applications/inquiries would be Tech North Atlanta →", "engine": "chatgpt", "q": "Which metro Atlanta suburbs have their own startup incubators worth applying to?"}, "caution": null}, {"slug": "atlanta-tech-village", "name": "Atlanta Tech Village", "type": "Space and community", "picks": 2, "named": 56, "quote": {"text": "If you're $5M+, I'd put Growth Table/Endeavor and EO-style peer networks above almost all of the conventional accelerator programming.", "engine": "chatgpt", "q": "Is there anything in Atlanta for founders who are already past product-market fit, or is it all pre-seed programming?"}, "caution": "Big network but no guaranteed buyer matchmaking; Growth Table is the exception"}, {"slug": "venture-atlanta", "name": "Venture Atlanta", "type": "Investor conference", "picks": 2, "named": 14, "quote": {"text": "the strongest investor event in Atlanta isn't an accelerator Demo Day at all-it's Venture Atlanta", "engine": "chatgpt", "q": "Which Atlanta accelerators have the strongest investor demo days?"}, "caution": null}, {"slug": "russell-innovation-center-for-entrepreneurs", "name": "Russell Innovation Center for Entrepreneurs", "type": "Program", "picks": 1, "named": 18, "quote": {"text": "Choose RICE if you are a Georgia-based Black business owner looking for broad, long-term operating support", "engine": "perplexity", "q": "Which Atlanta programs are built for Black or Latino founders, and which are open to everyone?"}, "caution": "Capital-access platform for Black entrepreneurs; joining won't automatically produce a raise"}]}, {"id": "need-public_sector", "kind": "need", "key": "public_sector", "label": "What do the city and state offer?", "answers": 80, "questions": [{"id": "atlp_021", "text": "We're moving a 40-person software company to the Southeast. What incentives does Georgia offer, and who do I call?"}, {"id": "atlp_022", "text": "Does Georgia have a tax credit for angel investors, and how does a startup qualify?"}, {"id": "atlp_023", "text": "Which city or state offices in Atlanta help a startup with permits, space or funding?"}, {"id": "atlp_024", "text": "What grants are available for a technology startup in Atlanta?"}, {"id": "atlp_025", "text": "Compare state support for startups in Georgia, Texas, North Carolina and Florida."}, {"id": "atlp_026", "text": "I run a startup in Atlanta's northern suburbs. What do the cities outside Atlanta offer startups that the city itself doesn't?"}, {"id": "atlp_027", "text": "Where can I test autonomous vehicle or smart city technology in Georgia?"}, {"id": "atlp_028", "text": "Which local governments in metro Atlanta pilot products from startups, and who do I contact?"}], "question_count": 20, "no_org": 16, "orgs": [{"slug": "curiosity-lab-at-peachtree-corners", "name": "Curiosity Lab at Peachtree Corners", "type": "City innovation district", "picks": 11, "named": 12, "quote": {"text": "Peachtree Corners is the clearest example. Its Curiosity Lab at Peachtree Corners gives companies access to a real-world smart-city environment", "engine": "chatgpt", "q": "I run a startup in Atlanta's northern suburbs. What do the cities outside Atlanta offer startups that the city itself doesn't?"}, "caution": null}, {"slug": "atdc", "name": "ATDC", "type": "Incubator (Georgia Tech)", "picks": 10, "named": 31, "quote": {"text": "And ATDC at Georgia Tech is a particularly useful local starting point because it has people specifically assigned to helping Georgia startups pursue government funding.", "engine": "chatgpt", "q": "What grants are available for a technology startup in Atlanta?"}, "caution": null}, {"slug": "georgia-department-of-economic-development", "name": "Georgia Department of Economic Development", "type": "State agency", "picks": 8, "named": 25, "quote": {"text": "I'd start with the Georgia Department of Economic Development (GDEcD) Global Commerce Statewide Project Team.", "engine": "chatgpt", "q": "We're moving a 40-person software company to the Southeast. What incentives does Georgia offer, and who do I call?"}, "caution": null}, {"slug": "invest-atlanta", "name": "Invest Atlanta", "type": "Public agency", "picks": 7, "named": 25, "quote": {"text": "This is Atlanta's economic development authority and is probably the most relevant public agency when you're looking for capital.", "engine": "chatgpt", "q": "Which city or state offices in Atlanta help a startup with permits, space or funding?"}, "caution": "Offers loans and property grants rather than useful tech grants for software startups"}, {"slug": "city-of-atlanta", "name": "City of Atlanta", "type": "City government", "picks": 6, "named": 23, "quote": {"text": "The main starting point is the City of Atlanta Office of Contract Compliance (OCC).", "engine": "chatgpt", "q": "I own a minority-owned tech business in Atlanta. What city and state programs exist for me?"}, "caution": "Owner of the North Avenue corridor; access is research-partnership only and status uncertain"}, {"slug": "metro-atlanta-chamber", "name": "Metro Atlanta Chamber", "type": "Public agency", "picks": 5, "named": 14, "quote": {"text": "For an Atlanta-specific landing, bring in the Metro Atlanta Chamber Global Commerce team", "engine": "chatgpt", "q": "We're a European startup opening a US office. Why Atlanta, and which agency helps with the landing?"}, "caution": null}, {"slug": "georgia-center-of-innovation", "name": "Georgia Center of Innovation", "type": "State program", "picks": 4, "named": 10, "quote": {"text": "The main resource is the Georgia Department of Economic Development’s Center of Innovation... A startup can use it.", "engine": "chatgpt", "q": "Does Georgia have industry-specific help centers for companies, and can a startup use them?"}, "caution": null}, {"slug": "technology-association-of-georgia", "name": "Technology Association of Georgia", "type": "Association", "picks": 4, "named": 5, "quote": {"text": "for a technology company I'd compare TAG directly against every chamber membership", "engine": "chatgpt", "q": "Which Atlanta-area chambers of commerce are worth joining as a tech startup?"}, "caution": null}]}, {"id": "need-sector", "kind": "need", "key": "sector", "label": "Who knows my sector?", "answers": 80, "questions": [{"id": "atli_076", "text": "Atlanta is known for payments. What support exists specifically for a fintech startup there?"}, {"id": "atli_077", "text": "Which Atlanta organizations support healthtech or digital health startups?"}, {"id": "atli_078", "text": "Who supports logistics and supply chain startups in Atlanta?"}, {"id": "atli_079", "text": "Best resources for a cybersecurity startup based in Atlanta"}, {"id": "atli_080", "text": "Is there an AI startup community in Atlanta worth joining?"}, {"id": "atli_081", "text": "Who backs climate and energy startups in Atlanta?"}, {"id": "atli_082", "text": "Atlanta has a huge film industry. Is there anything for media and entertainment technology startups?"}, {"id": "atli_083", "text": "Which Atlanta organizations connect startups to the banks and payment processors headquartered there?"}], "question_count": 20, "no_org": 2, "orgs": [{"slug": "atdc", "name": "ATDC", "type": "Incubator (Georgia Tech)", "picks": 38, "named": 66, "quote": {"text": "ATDC FinTech program at Georgia Tech is probably the strongest starting point.", "engine": "chatgpt", "q": "Atlanta is known for payments. What support exists specifically for a fintech startup there?"}, "caution": "Major incubator but its accelerator requires a technology component, excluding many consumer brands"}, {"slug": "engage", "name": "Engage", "type": "Accelerator and fund", "picks": 10, "named": 43, "quote": {"text": "Engage — probably the clearest answer for enterprise startup sourcing. Engage sits in Tech Square and is explicitly designed to connect large enterprises with startups.", "engine": "chatgpt", "q": "Where do Atlanta's supply chain corporations go to find startups to work with?"}, "caution": "Fundamentally enterprise/B2B, not a fit for consumer founders"}, {"slug": "ttv-capital", "name": "TTV Capital", "type": "Venture fund (fintech)", "picks": 6, "named": 13, "quote": {"text": "local investors who can lead or provide the first institutional check, especially TTV Capital, Tech Square Ventures and BIP Ventures", "engine": "chatgpt", "q": "Who invests in Atlanta insurtech startups?"}, "caution": null}, {"slug": "fintech-atlanta", "name": "FinTech Atlanta", "type": "Industry coalition", "picks": 5, "named": 16, "quote": {"text": "Fintech Atlanta\tThe connective tissue of the ecosystem ... Must know", "engine": "chatgpt", "q": "As an investor looking for Atlanta fintech deal flow, which organizations should I know?"}, "caution": null}, {"slug": "georgia-tech", "name": "Georgia Tech", "type": "University", "picks": 4, "named": 72, "quote": {"text": "The strongest exception right now is CPG, especially food & beverage. Georgia Tech's Food & Beverage Accelerator is explicitly built for physical consumer products", "engine": "chatgpt", "q": "Consumer and direct-to-consumer startups in Atlanta: is there any support, or is it all B2B?"}, "caution": null}, {"slug": "atlanta-tech-village", "name": "Atlanta Tech Village", "type": "Space and community", "picks": 3, "named": 32, "quote": {"text": "My first pick: Atlanta Tech Village - Buckhead. It has the highest concentration of startup founders/operators among the options I found", "engine": "chatgpt", "q": "Best place in Atlanta for a founder building developer tools"}, "caution": "Its It Takes a Village program excludes CPG and requires tech focus"}, {"slug": "technology-association-of-georgia", "name": "Technology Association of Georgia", "type": "Association", "picks": 3, "named": 17, "quote": {"text": "Technology Association of Georgia runs one of the region's central fintech networks and Fintech South ... Must know", "engine": "chatgpt", "q": "As an investor looking for Atlanta fintech deal flow, which organizations should I know?"}, "caution": null}, {"slug": "tech-square-ventures", "name": "Tech Square Ventures", "type": "Venture fund", "picks": 2, "named": 24, "quote": {"text": "especially TTV Capital, Tech Square Ventures and BIP Ventures", "engine": "chatgpt", "q": "Who invests in Atlanta insurtech startups?"}, "caution": null}]}, {"id": "need-space_community", "kind": "need", "key": "space_community", "label": "Where should I work, and with whom?", "answers": 60, "questions": [{"id": "atli_096", "text": "Where in Atlanta do early-stage tech founders actually work day to day?"}, {"id": "atli_097", "text": "What is the difference between Atlanta's startup community spaces and ordinary coworking?"}, {"id": "atli_098", "text": "Best coworking space in Atlanta for a startup with five employees"}, {"id": "atli_099", "text": "Which Atlanta workspaces come with a real founder community rather than just desks?"}, {"id": "atli_100", "text": "Is it worth paying for a startup hub membership in Atlanta, or is a regular coworking space fine?"}, {"id": "atli_101", "text": "Where do Atlanta founders on the north side of the metro work?"}, {"id": "atli_102", "text": "Startup-friendly office space in Atlanta under $500 a month per person"}, {"id": "atli_103", "text": "Which Atlanta buildings or campuses have the highest concentration of startups?"}], "question_count": 15, "no_org": 2, "orgs": [{"slug": "atlanta-tech-village", "name": "Atlanta Tech Village", "type": "Space and community", "picks": 33, "named": 53, "quote": {"text": "This is still the most obvious answer for sheer startup concentration.", "engine": "chatgpt", "q": "Where in Atlanta do early-stage tech founders actually work day to day?"}, "caution": "Great founder network but not a lab or fabrication facility"}, {"slug": "atdc", "name": "ATDC", "type": "Incubator (Georgia Tech)", "picks": 9, "named": 39, "quote": {"text": "ATDC / Tech Square — 75 5th St NW, Midtown. This is the more technical/Georgia Tech-connected cluster.", "engine": "chatgpt", "q": "Where in Atlanta do early-stage tech founders actually work day to day?"}, "caution": null}, {"slug": "tech-north-atlanta", "name": "Tech North Atlanta", "type": "Association", "picks": 1, "named": 10, "quote": {"text": "It's the closest thing the north metro has to a dedicated startup home base.", "engine": "claude", "q": "Where do Atlanta founders on the north side of the metro work?"}, "caution": null}, {"slug": "the-gathering-spot", "name": "The Gathering Spot", "type": "Space and community", "picks": 1, "named": 8, "quote": {"text": "For a founder specifically, I'd tour ATV Buckhead, ATDC and The Gathering Spot first.", "engine": "chatgpt", "q": "Which Atlanta workspaces come with a real founder community rather than just desks?"}, "caution": "Great networking club but not startup or investor focused"}, {"slug": "techsquare-labs", "name": "TechSquare Labs", "type": "Venture fund", "picks": 1, "named": 7, "quote": {"text": "TechSquare Labs (Midtown, Tech Square) is the other major contender.", "engine": "claude", "q": "Which Atlanta coworking spaces have the best access to mentors and investors?"}, "caution": null}, {"slug": "georgia-tech", "name": "Georgia Tech", "type": "University", "picks": 0, "named": 44, "quote": null, "caution": null}, {"slug": "switchyards", "name": "Switchyards", "type": "Space and community", "picks": 0, "named": 16, "quote": null, "caution": "Good 24/7 heads-down workspace but not where founders concentrate"}, {"slug": "alkaloid-networks", "name": "Alkaloid Networks", "type": "Space and community", "picks": 0, "named": 9, "quote": null, "caution": "Small neighborhood coworking in Old Fourth Ward, light on founder density"}]}, {"id": "need-talent", "kind": "need", "key": "talent", "label": "How do I hire, or find a cofounder?", "answers": 60, "questions": [{"id": "atli_111", "text": "Where does a non-technical founder in Atlanta find a technical cofounder?"}, {"id": "atli_112", "text": "What is the best way to hire senior engineers in Atlanta without paying Bay Area salaries?"}, {"id": "atli_113", "text": "Atlanta cofounder matching events or programs"}, {"id": "atli_114", "text": "How do Atlanta startups compete with remote offers from coastal companies for senior engineers?"}, {"id": "atli_115", "text": "Where do Atlanta startups source their first five engineering hires?"}, {"id": "atli_116", "text": "Which Atlanta universities and bootcamps produce startup-ready engineers?"}, {"id": "atli_117", "text": "I need a technical cofounder in Atlanta and cannot pay a salary. What are my options?"}, {"id": "atli_118", "text": "Best places in Atlanta to find a designer or product person for an early-stage startup"}], "question_count": 15, "no_org": 6, "orgs": [{"slug": "georgia-tech", "name": "Georgia Tech", "type": "University", "picks": 16, "named": 53, "quote": {"text": "Georgia Tech is a major engineering talent anchor for Atlanta startups.", "engine": "chatgpt", "q": "Where do Atlanta startups source their first five engineering hires?"}, "caution": null}, {"slug": "atlanta-tech-village", "name": "Atlanta Tech Village", "type": "Space and community", "picks": 11, "named": 39, "quote": {"text": "probably the most obvious place in Atlanta to meet startup-minded engineers, founders, and operators", "engine": "chatgpt", "q": "Where does a non-technical founder in Atlanta find a technical cofounder?"}, "caution": null}, {"slug": "atdc", "name": "ATDC", "type": "Incubator (Georgia Tech)", "picks": 10, "named": 38, "quote": {"text": "ATDC — best direct startup recruiting support.", "engine": "chatgpt", "q": "Which Atlanta organizations run talent or hiring programs for startups?"}, "caution": null}, {"slug": "georgia-tech-create-x", "name": "Georgia Tech CREATE-X", "type": "University startup program", "picks": 3, "named": 15, "quote": {"text": "Georgia Tech + CREATE-X — strongest source for technical interns and early engineers.", "engine": "chatgpt", "q": "Which Atlanta organizations run talent or hiring programs for startups?"}, "caution": null}, {"slug": "techstars-atlanta", "name": "Techstars Atlanta", "type": "Accelerator", "picks": 1, "named": 6, "quote": {"text": "The highest-signal starting points are ATDC/Georgia Tech’s Tech Square network, Techstars Atlanta, founder communities", "engine": "perplexity", "q": "Where do Atlanta founders find fractional CTOs or technical advisors?"}, "caution": null}, {"slug": "atlanta-startup-village", "name": "Atlanta Startup Village", "type": "Ecosystem organization", "picks": 1, "named": 4, "quote": {"text": "Atlanta Startup Village and Atlanta Startup Founder 101 — the two biggest founder-focused communities in the city", "engine": "claude", "q": "Best places in Atlanta to find a designer or product person for an early-stage startup"}, "caution": null}, {"slug": "hypepotamus", "name": "Hypepotamus", "type": "Startup news", "picks": 1, "named": 1, "quote": {"text": "Hypepotamus for wider Southeast startup/tech candidate reach.", "engine": "perplexity", "q": "Which Atlanta organizations run talent or hiring programs for startups?"}, "caution": null}, {"slug": "emory-university", "name": "Emory University", "type": "University", "picks": 0, "named": 20, "quote": null, "caution": null}]}, {"id": "need-university_pipeline", "kind": "need", "key": "university_pipeline", "label": "What do the universities offer?", "answers": 80, "questions": [{"id": "atlp_001", "text": "I'm a computer science student in Atlanta with a startup idea. Which university programs can I join while I'm still enrolled?"}, {"id": "atlp_002", "text": "Which Atlanta universities have the strongest startup accelerators or incubators for students?"}, {"id": "atlp_003", "text": "I'm a professor in Atlanta with research I want to commercialize. Who helps me spin it out?"}, {"id": "atlp_004", "text": "Which universities in Atlanta produce the most venture-backed startups?"}, {"id": "atlp_005", "text": "I want to start a company while I'm in college. What does Atlanta offer student founders that I should know before I choose a school?"}, {"id": "atlp_006", "text": "Are there startup programs at Atlanta's HBCUs, and who can join them?"}, {"id": "atlp_007", "text": "Which Atlanta university programs give student startups funding, and how much?"}, {"id": "atlp_008", "text": "I graduated from an Atlanta university five years ago. Can alumni still use its startup programs?"}], "question_count": 20, "no_org": 0, "orgs": [{"slug": "georgia-tech", "name": "Georgia Tech", "type": "University", "picks": 34, "named": 76, "quote": {"text": "Georgia Tech has the clearest end-to-end venture-building infrastructure: coursework → prototype → funded launch.", "engine": "chatgpt", "q": "Which Atlanta universities have the strongest startup accelerators or incubators for students?"}, "caution": null}, {"slug": "georgia-tech-create-x", "name": "Georgia Tech CREATE-X", "type": "University startup program", "picks": 16, "named": 42, "quote": {"text": "If you're at Georgia Tech, that points strongly toward CREATE-X", "engine": "chatgpt", "q": "I'm a computer science student in Atlanta with a startup idea. Which university programs can I join while I'm still enrolled?"}, "caution": "Limited to Georgia Tech students, faculty, researchers and alumni, so not open to unaffiliated founders"}, {"slug": "emory-university", "name": "Emory University", "type": "University", "picks": 9, "named": 69, "quote": {"text": "Strong second ecosystem, particularly life sciences/healthcare", "engine": "chatgpt", "q": "Which universities in Atlanta produce the most venture-backed startups?"}, "caution": "Its competitions are restricted to Emory students, not public entry"}, {"slug": "atdc", "name": "ATDC", "type": "Incubator (Georgia Tech)", "picks": 8, "named": 47, "quote": {"text": "The clearest option is ATDC at Georgia Tech... I'd start with ATDC Educate.", "engine": "chatgpt", "q": "I'm not a student. Can I take entrepreneurship classes or use a university incubator in Atlanta?"}, "caution": "Ecosystem center of gravity but explicitly single-institution, not collaborative"}, {"slug": "georgia-research-alliance", "name": "Georgia Research Alliance", "type": "University research and venture program", "picks": 6, "named": 15, "quote": {"text": "The centerpiece is the state-funded Georgia Research Alliance (GRA)", "engine": "chatgpt", "q": "What does the state of Georgia do to help university research become companies?"}, "caution": null}, {"slug": "georgia-state-university", "name": "Georgia State University", "type": "University", "picks": 4, "named": 63, "quote": {"text": "If your definition of fintech is specifically payments... I'd make Georgia State a priority.", "engine": "chatgpt", "q": "Which Atlanta universities are best for fintech or payments research and talent?"}, "caution": "Has entrepreneurship coursework but no confirmed defined startup funding amount"}, {"slug": "georgia-tech-venturelab", "name": "Georgia Tech VentureLab", "type": "University startup program", "picks": 2, "named": 21, "quote": {"text": "VentureLab and Quadrant-i are specifically designed for faculty/researchers", "engine": "chatgpt", "q": "I'm a professor in Atlanta with research I want to commercialize. Who helps me spin it out?"}, "caution": "Georgia Tech commercialization program noted as single-institution"}, {"slug": "kennesaw-state-university", "name": "Kennesaw State University", "type": "University", "picks": 2, "named": 17, "quote": {"text": "Kennesaw State is probably your best value per dollar of recruiting effort.", "engine": "claude", "q": "We're a startup hiring new graduates in Atlanta. Which schools should we recruit from, for software and for data science?"}, "caution": "Runs fintech pitch and ideathon events restricted to its students"}]}], "domains": [{"d": "atdc.org", "cls": "owned", "answers": 254, "eco": 247, "city": 7, "urls": [{"u": "https://atdc.org/", "n": 115}, {"u": "https://atdc.org/accelerate-program", "n": 62}, {"u": "https://atdc.org/about-atdc", "n": 32}, {"u": "https://atdc.org/signature-program", "n": 30}, {"u": "https://atdc.org/atdc-around-georgia", "n": 28}], "named": [{"name": "ATDC", "slug": "atdc", "n": 249}, {"name": "Georgia Tech", "slug": "georgia-tech", "n": 230}, {"name": "Atlanta Tech Village", "slug": "atlanta-tech-village", "n": 141}, {"name": "Engage", "slug": "engage", "n": 95}, {"name": "Emory University", "slug": "emory-university", "n": 59}, {"name": "Atlanta Ventures", "slug": "atlanta-ventures", "n": 54}], "qs": ["atli_002", "atli_004", "atli_012", "atli_015", "atli_017", "atli_019", "atli_020", "atli_022", "atli_023", 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