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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PUBLISHED RESEARCH
Workforce Intelligence Brief
Bi-weekly data-driven analysis on workforce, higher ed and economic development
Why does the job market feel broken even after 172,000 jobs were added?
May 2026 added 172,000 jobs, double the 85,000 economists forecast. Long-term unemployment is up 524,000 in a year. Entry-level tech hiring is down 73.4% while AI engineering postings grew 143% year over year. Workforce Pell goes live July 1, and the first HB8 downward adjustments hit Texas colleges in October.
9 min read →93% of students say they are ready. 54% of employers agree. That gap has a cost.
93% of students believe they are learning the skills they need. Only 54% of employers agree. 69% of recent graduates require significant additional training after being hired. The institutions and regions closing this gap with real-time workforce intelligence will have a measurable advantage in enrollment, hiring speed and economic competitiveness.
10 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.