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Cohorts, Employers, and Livelihoods: Applied AI for Workforce Operations at Scale

Run a workforce program at national scale and you're orchestrating two matching problems at once — people into cohorts, graduates into jobs — across thousands of lives. The operations are crushing and repetitive. The decisions inside them change whether someone gets a livelihood. Applied AI can carry the first without touching the second.

Workforce programs match people into cohorts and graduates into jobs, at scale, where a wrong call affects a livelihood. Here's how applied AI handles the operational load while humans keep the consequential decisions — plus a two-day way to start.