How Agencies Cut Time-to-Shortlist With AI Fit Scoring

A practical method to triage high-volume job applications with defensible fit scoring and reasons.

Start with ranking, not inbox order

When 100+ candidates apply, first-in-first-reviewed leads to poor outcomes. Rank by fit score and review top buckets first.

Pair score with reasons

A number alone is weak. Require skill alignment reasons and gap flags for every top-ranked candidate to keep decisions auditable.

Set SLA by score band

1. 80-100: review within 24 hours.
2. 60-79: review within 72 hours.
3. 0-59: reject with reasoned feedback or archive for future roles.