Productivity
CVToMam AI
Last updated 2026-07-27 · benchmark measured 2026-07-27 — deterministic & reproducible
AI-powered CV builder that produces a send-ready document in under 3 minutes.
Is CVToMam AI production-ready?
Legit.Show ran its deterministic 7-Frame production-readiness benchmark on CVToMam AI (public-surface assessment), measured from the public surface with no LLM in the scoring path. Its strongest frame is Performance; its weakest is Privacy. 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
- Performance — 100/100
- Accessibility — 94/100
- Security — 80/100
- Privacy — 25/100
- Reliability — 100/100
- Standards — 85/100
- Discoverability — 57/100
What we measured
- Security headers present: HSTS, X-Frame-Options, X-Content-Type-Options, Referrer-Policy.
- No Content-Security-Policy.
- Served over HTTPS with a valid certificate.
- Real Lighthouse performance run — 378 ms to first byte.
- Returns a proper 404 for unknown routes.
- 3 of 3 sampled routes reachable.
- No privacy policy found.
- Sets cookies / loads scripts with no consent prompt.
Who it's for
Job seekers · Career changers · Polish job market candidates · First-time CV writers · Professionals seeking recruitment-ready documents
Pricing
Free (limited); Starter 10 zł one-time (1 export); Premium 15 zł/month (5 exports); Premium Plus 29 zł/month (unlimited exports)