Radical transparency
Every score component on Agent Skill Rankings carries a source and a confidence rating. Every change is logged. Every dispute we've resolved — accepted or rejected — is published below. No competitor publishes their own mistakes; we do.
Accuracy scoreboard
These are small numbers on a young site — we publish them anyway. Growth here is the point.
Freshness report
Our source agents re-check every tracked price daily (06:00 UTC), run discovery/pricing/content agents daily (05:00 UTC), sweep every outbound link weekly on Mondays (07:00 UTC), and run self-audit loops weekly on Tuesdays (08:00 UTC). This is the actual distribution of when published data was last verified — not a promise, a measurement.
No published data points yet — nothing to report freshness on.
Dispute ledger
Every correction we've resolved, newest first — whether we accepted it and fixed the data, or reviewed it and left the value as-is.
| Resolved | What was challenged | Type | Outcome | Time to resolve |
|---|---|---|---|---|
| Aug 20, 2026 | Publish skill rankings: development (25 skills)Deterministic composite over the latest scored snapshots (percentile-per-category, published weights). Approving publishes this batch; the previous published batch stays as history. | skill_ranking | Accepted — we were wrong, fixed | 1 min |
| Aug 20, 2026 | Publish skill rankings: development (27 skills)Deterministic composite over the latest scored snapshots (percentile-per-category, published weights). Approving publishes this batch; the previous published batch stays as history. | skill_ranking | Accepted — we were wrong, fixed | 1 min |
| Aug 20, 2026 | Publish skill rankings: general (33 skills)Deterministic composite over the latest scored snapshots (percentile-per-category, published weights). Approving publishes this batch; the previous published batch stays as history. | skill_ranking | Accepted — we were wrong, fixed | 1 min |
3 more items are currently open for review — they'll appear here once resolved.
How to dispute a number
Think we have something wrong? Any signed-in user can file a correction from an item page or from your corrections dashboard. It lands in the same review queue our own agents' work goes through, and the resolution — accepted or rejected — gets published in the dispute ledger above.