Context
The staffing team handled several technical roles at once. Recruiters were spending hours on resume triage, basic technical screens, and candidate follow-ups before account managers could send a shortlist to clients.
A staffing workflow used AI interviews and resume screening to reduce manual first-round review and send clients shortlists with evidence instead of just resume summaries.
The staffing team handled several technical roles at once. Recruiters were spending hours on resume triage, basic technical screens, and candidate follow-ups before account managers could send a shortlist to clients.
Mapped three active client roles into screening criteria.
Calibrated thresholds with recruiters using a small historical candidate batch.
Launched resume screening and AI interview invites for new applicants.
Reviewed shortlist quality weekly and adjusted score thresholds by client.
"The output gave account managers a cleaner story: why this candidate, why now, and what the client should probe next."
Staffing teams win when AI screening produces better human review, not when it hides the reasoning. The useful artifact is the shortlist packet.
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