Data & Analytics
SIFTRAW
Last updated 2026-07-26 · benchmark measured 2026-07-26 — deterministic & reproducible
AI-powered CSV and Google Sheets cleaner with a full audit trail of every fix.
Overall production-readiness score — reserved
Legit.Show benchmarked SIFTRAW across all seven frames. The single overall score is shown to the verified maker; the frame-by-frame breakdown is public below.
Is SIFTRAW production-ready?
Legit.Show ran its deterministic 7-Frame production-readiness benchmark on SIFTRAW (public-surface assessment), measured from the public surface with no LLM in the scoring path. Its strongest frame is Reliability; its weakest is Discoverability. 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 — 73/100
- Accessibility — 92/100
- Security — 45/100
- Privacy — 45/100
- Reliability — 100/100
- Standards — 92/100
- Discoverability — 45/100
What we measured
- Security headers present: HSTS.
- No Content-Security-Policy.
- Served over HTTPS with a valid certificate.
- Real Lighthouse performance run — 188 ms to first byte.
- Returns a proper 404 for unknown routes.
- 1 of 1 sampled routes reachable.
- Has a reachable privacy policy.
- Sets cookies / loads scripts with no consent prompt.
Who it's for
data analysts · data scientists · operations researchers · finance teams · anyone working with data