The AI workforce and economic intelligence platform for regions building the AI economy
zScale helps community colleges, technical schools, EDCs, and workforce boards align programs to in-demand jobs and track outcomes. Real-time data on businesses, jobs, capital flows, and talent pipelines, connected into one source of truth, queryable by AI.
Who uses this
Universities and colleges
See which employers absorb your graduates and which programs produce surplus talent the market has already priced in.
Try the free DFW Talent Demand Map→Economic development corporations
Track corporate expansions, site selection signals and talent availability before your competitors publish a press release.
Workforce boards
Align training programs with verified employer demand. Stop funding credentials nobody is hiring for.
Site selection consultants
Access talent density maps, wage benchmarks and institutional partnerships for any Texas MSA in one query.
What the platform does
Talent pipeline tracking
Every week we ingest public filings, university disclosures, press releases and job postings to map who is training talent, who is hiring it and where the mismatches are.
AI question layer
Ask a plain-English question about any Texas program, employer or region. The agent queries live data and returns a sourced answer in seconds, not weeks.
Try the live demozScale Intelligence Agent
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Texas Talent Pipeline Tracker
Texas talent pipelines, mapped continuously
How talent flows from universities to employers. Expansions, programs, site selection signals and editorial analysis.
GM Arlington Assembly expands UTA engineering hiring pipeline
University of Texas at Arlington · Arlington, DFW
Texas Health Resources launches DFW-wide nursing residency with 3 universities
UTA / TCU / TWU · Arlington, DFW
Kubota North America HQ expands Grapevine campus, adding 300 positions
Kubota North America · Grapevine, DFW
PUBLISHED RESEARCH
Workforce Intelligence Brief
Bi-weekly data-driven analysis on workforce, higher ed and economic development
Why talent now leads every site selection conversation in the top-performing regions
Texas landed 1,400+ business projects in 2025 with $75B in capital and 42,000 new jobs. The Area Development survey shows 100% of corporate respondents now rank skilled labor as important or very important. Workforce moved from slide 8 to slide 1.
9 min read →Are we training people for the jobs that are coming?
18% of U.S. firms have adopted AI but 78% of the labor force works at those firms. $700 billion is flowing into AI infrastructure in 2026. Georgetown CEW projects a 5.25 million skilled worker shortfall by 2032.
12 min read →See your region's pipeline
Request a walkthrough. We will show you the talent flows, employer signals and program gaps specific to your geography.