AI & Agents
Valen Labs
Last updated 2026-11-14 · benchmark measured 2026-11-14 — deterministic & reproducible
FrontierBioML evaluates AI agents on machine learning tasks in computational biology.
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To cite this score: legit.show/s/frontierbioml-com/2026-11-14. That address never changes; this page moves with every re-measure.
Legit.Show scored Valen Labs 73/100 on 2026-11-14, measured across all 7 frames from its public surface. legit.show/s/frontierbioml-com/2026-11-14
Is Valen Labs production-ready?
Legit.Show scores Valen Labs 73 out of 100 — the simple average of its 7 measured frames. Legit.Show ran its deterministic 7-Frame production-readiness benchmark on Valen Labs (public-surface assessment), measured from the public surface with no LLM in the scoring path. Its strongest frame is Accessibility; its weakest is Privacy. Every frame it averages is published with its evidence on the Legit.Show listing.
The 7 Frames
- Performance — 86/100
- Accessibility — 97/100
- Security — 45/100How this compares across the catalogue: The Web Security Baseline
- Privacy — 25/100How this compares across the catalogue: The Privacy Gap
- Reliability — 92/100
- Standards — 92/100
- Discoverability — 75/100
What we measured
- Security headers present: HSTS.
- No Content-Security-Policy.
- Served over HTTPS with a valid certificate.
- Real Lighthouse performance run — 18 ms to first byte.
- Returns a proper 404 for unknown routes.
- 0 of 0 sampled routes reachable.
- No privacy policy found.
- Sets cookies / loads scripts with no consent prompt.
Who it's for
AI researchers · ML practitioners · computational biologists · AI agent developers
Sources and updates
- Description
- Taken from frontierbioml.com's own website on 2026-11-14.
- Operator
- FrontierBioML, as named in frontierbioml.com's terms, privacy page or footer.
- Benchmark
- Measured by Legit.Show from the live site, the way any visitor sees it — with no access to its code or accounts. Same method for every product, and no AI decides the score. Last checked 2026-11-14.
Put together from public information, without Valen Labs's involvement. If anything here is wrong, tell us and a person will check it.
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