2026-05-13

Why evidence-backed screening beats keyword matching

A practical guide to making AI candidate evaluation more consistent, explainable, and recruiter-controlled.

Keyword matching is brittle because it rewards vocabulary overlap instead of job evidence. Scout is designed around structured criteria, extracted evidence, and human review.

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Hiring without the toolchain tax.

One workflow. Evidence on every decision. Built for the team doing the hiring — not the team that bought the ATS three years ago.