Legit.Show is a directory of launched web apps, SaaS, AI tools, MCP servers and developer tools — each with an objective 7-Frame production-readiness benchmark, measured deterministically from the public surface. How we measure →


Legit.Show benchmarks every launched service it lists — measured deterministically from the public surface. See the methodology →

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Productivity

SiftFirst

Last updated 2026-07-15 · benchmark measured 2026-07-15 — deterministic & reproducible

SiftFirst ranks and explains candidate shortlists for small hiring teams.

Overall production-readiness score — reserved
Legit.Show benchmarked SiftFirst across all seven frames. The single overall score is shown to the verified maker; the frame-by-frame breakdown is public below.

Is SiftFirst production-ready?

Legit.Show ran its deterministic 7-Frame production-readiness benchmark on SiftFirst (public-surface assessment), measured from the public surface with no LLM in the scoring path. Its strongest frame is Privacy; its weakest is Security. The per-frame breakdown is public on the Legit.Show listing; the single overall production-readiness score is reserved for the verified maker.

The 7 Frames

What we measured

Who it's for

Small hiring teams · Recruiters · Hiring managers · Small businesses · Teams doing their own hiring

Pricing

Free plan (50 candidates/month); Starter $31/month ($372/year); Professional $79/month ($948/year); Business $239/month ($2,868/year); Extra candidates at $8 per 100

Visit SiftFirst → · How this was measured →