AI & Agents
Ultralytics
Last updated 2026-06-08 · benchmark measured 2026-06-10 — deterministic & reproducible
End-to-end platform for annotating, training, and deploying YOLO vision AI models.
Is Ultralytics production-ready?
Legit.Show ran its deterministic 7-Frame production-readiness benchmark on Ultralytics (public-surface assessment), measured from the public surface with no LLM in the scoring path. Its strongest frame is Security; its weakest is Performance. 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 — 40/100
- Accessibility — 96/100
- Security — 100/100
- Privacy — 100/100
- Reliability — 100/100
- Standards — 89/100
- Discoverability — 100/100
What we measured
- Security headers present: CSP, HSTS, X-Frame-Options, X-Content-Type-Options, Referrer-Policy.
- Served over HTTPS with a valid certificate.
- Real Lighthouse performance run — 225 ms to first byte.
- Returns a proper 404 for unknown routes.
- 3 of 3 sampled routes reachable.
- Has a reachable privacy policy.
- Discoverable: structured data, sitemap, OpenGraph image, canonical URL.
Who it's for
Machine learning teams · Computer vision engineers · Data scientists · Robotics developers · Enterprise vision AI users
Pricing
GPU training from $0.24/hour; specific platform subscription pricing not stated