Ustadi · Evidence

What the numbers say

Anonymized, aggregated studies drawn from live platform records — every figure computed, never invented, and published only under a named human's approval.

Evidence study: Ustadi Demo Group — what AI-assisted interviews reveal about human judgment

Anonymized, aggregated snapshot drawn from live platform records: panels, flags and hours.

Published 2026-10-03 · approved by Tara Njeri