Which US cities have the best engineering talent relative to salary cost?

One question, asked of ChatGPT, Claude, Gemini and Perplexity in September 2026. Here is each answer, word for word, with the sources it cited.

US hubs · Where to hire · A company choosing where to open an office

ChatGPT

If you mean “where can a company hire strong engineers without paying Silicon Valley/Boston/Seattle prices?”, the best markets are usually second-tier tech hubs with strong universities, engineering schools, and lower housing costs.

A rough ranking (engineering talent quality ÷ compensation cost):

Rank Metro Why it’s attractive Cost advantage

1 Raleigh–Durham, NC (Research Triangle) NC State, Duke, UNC; deep software, semiconductor, biotech, cloud talent; many experienced engineers High — salaries below Bay Area/Seattle, housing historically cheaper

2 Atlanta, GA Georgia Tech pipeline, large engineering workforce, fintech, logistics, cybersecurity, AI High — strong talent at moderate salaries

3 Pittsburgh, PA Carnegie Mellon, robotics/AI reputation, strong CS talent Very high — elite talent at non-elite-market prices

4 Austin, TX UT Austin, Tesla, Dell, Apple, Oracle, startups Medium — still cheaper than SF, but no longer a bargain

5 Denver/Boulder, CO Strong software, aerospace, ML, outdoor-lifestyle draw Medium-high

6 Salt Lake City, UT Fast-growing software market, University of Utah, strong work ethic reputation High

7 Columbus, OH Ohio State, Intel investment, growing enterprise tech Very high

8 Madison, WI University of Wisconsin, engineering/research depth Very high

9 Huntsville, AL Aerospace, defense, systems engineering, UAH Extremely high for hardware/embedded

10 Detroit/Ann Arbor, MI Automotive, robotics, University of Michigan High

Business Insider

+1

My…

Trimmed here; the full answer is in the viewer.

Named: Raleigh-Durham, Atlanta, Pittsburgh, Austin, Denver, Salt Lake City, Columbus, Huntsville, Detroit, San Francisco Bay Area, Boston, Seattle, Georgia Tech, Phoenix

Sources cited: businessinsider.com, ft.com

Claude

Based on current market data, several US cities stand out for offering strong engineering talent at a lower cost than the coastal hubs:

Emerging value hubs (best talent-to-cost ratio):

Chicago, Dallas, Pittsburgh, Atlanta, Austin, and Washington, D.C. offer dense pools of high-quality engineering talent along with lower costs and direct ties to specific industries. These markets have lower salaries and operating costs than cities like San Francisco or Seattle, though costs are rising as demand increases.

Karat

Fast-growing, lower-cost markets:

Austin, Raleigh, Denver, San Antonio, Phoenix, and Nashville offer lower operating costs with world-class tech professionals. Specifically, operating costs run 30-45% lower in Nashville, Raleigh, and Phoenix while accessing comparable talent quality and specialized skills. On the growth front, San Antonio leads in tech job growth at 5.1% annually, followed by Raleigh, Phoenix, Austin, and Nashville.

7 Tech Talent Hotspots for 2026 US Expansion +2

How this trades off against pure talent density:

If you want the deepest talent pools regardless of cost, Seattle and San Francisco still lead in engineering talent quality, with Seattle ranking highest globally on measures like problem-solving, coding skill, and system design from real technical interviews. But that talent comes at premium salaries and cost of living — the cities above are the ones sacrificing a little peak talent density for meaningfully better economics.

Karat

Concrete…

Trimmed here; the full answer is in the viewer.

Named: Chicago, Dallas, Pittsburgh, Atlanta, Austin, Washington, D.C., San Francisco Bay Area, Seattle, Raleigh-Durham, Denver, Phoenix, Nashville, New York City, Houston

Sources cited: karat.com, footholdamerica.com, research.com

Gemini

When evaluating cities for engineering talent relative to salary cost (often referred to as the talent-to-cost value ratio), traditional tech hubs like San Francisco and Seattle offer the highest concentration of top-tier talent but come with high compensation costs.

Karat

Secondary and emerging tech hubs provide the best blend of high-caliber engineering talent fed by top universities, lower compensation structures, and lower cost of living.

Metro Area Core Strengths & Talent Sources Avg. Software Engineer Salary Relative Cost Advantage

Raleigh–Durham, NC Research Triangle (Duke, UNC, NC State) drives dense talent in biotech, semiconductors, and software. ~$95K – $120K 30–35% lower labor cost than Bay Area/Seattle.

Pittsburgh, PA Robotics, commercial AI, and autonomy anchor fed by Carnegie Mellon University. ~$140,000 40% lower compensation than Bay Area with elite niche AI/robotics talent.

Huntsville, AL Highest per-capita concentration of engineers; heavy focus on aerospace, defense, and hardware. ~$105,000 – $125,000 Very high cost-adjusted value due to low housing costs.

Atlanta, GA Massive engineering pipeline from Georgia Tech; focus on enterprise software, fintech, and cyber. ~$115K – $135K 25–30% lower labor overhead compared to tier-1 hubs.

Salt Lake City–Provo, UT "Silicon Slopes" offers SaaS, cloud infrastructure, and enterprise talent pipelines from BYU and Univ. of Utah. ~$100K – $125K 25–30% lower operating overhead, low tax environment.

Dallas–Fort Worth,…

Trimmed here; the full answer is in the viewer.

Named: San Francisco Bay Area, Seattle, Raleigh-Durham, Pittsburgh, Huntsville, Atlanta, Georgia Tech, Salt Lake City, Dallas

Sources cited: karat.com

Perplexity

For hiring software engineers, the strongest U.S. talent-for-salary-cost markets are generally Pittsburgh, Dallas–Fort Worth, Raleigh–Durham, Chicago, Minneapolis–St. Paul, and Atlanta. They combine above-average concentrations of strong engineers with compensation far below San Francisco and Seattle.

Best value metros

Using Karat’s 2026 engineering-quality measure—share of engineers in its top quartile—alongside median SWE compensation, this is the practical value shortlist:

Metro Top-quartile engineers Median SWE comp Why it is compelling

Pittsburgh 27.8% $140k Exceptional quality-per-dollar; strong ML, robotics, systems, autonomous-vehicle, and university pipeline

Dallas–Fort Worth 26.4% $132.5k One of the best large-market bargains; deep enterprise, cloud, telecom, fintech, and semiconductor talent

Raleigh–Durham 25.6% $141k Excellent technical pipeline from the Research Triangle; especially good for enterprise software, data, infrastructure, and life sciences

Chicago 26.5% $144.5k Strong quality and a broad, mature hiring market across fintech, trading, B2B SaaS, logistics, and data

Minneapolis–St. Paul 24.8% $127.6k Low compensation relative to its experienced talent base; strong medtech, industrial, retail-tech, and enterprise engineering

Atlanta 24.3% $145k Large and diverse talent pool with good access to payments, cybersecurity, logistics, and B2B software talent

Detroit 19.6% $120k Lowest-cost option among substantial engineering markets; particularly…

Trimmed here; the full answer is in the viewer.

Named: Pittsburgh, Dallas, Raleigh-Durham, Chicago, Minneapolis, Atlanta, Detroit, Washington, D.C., San Francisco Bay Area, Seattle, Austin

Sources cited: karat.com

Published by PursueATL. Research by Resonate Labs. Data collected September 2026.