Longread

Longread: Post Audit Table For Trend Verification

This page formalizes post auditing so trend claims remain evidence-backed. It is designed for quick repeat use on high-traffic pages.

Audit quote

Treat the quote below as a hard stop condition.

If post evidence fails two checks, trend confidence must be downgraded regardless of headline rank.
Audit checks

Run these checks on every claimed trend sample.

CheckPass ruleFail signal
Caption-topic alignmentClear thematic consistencyGeneric or mismatched text
Engagement shapeComparable to peer postsIsolated outlier spike
Creator continuityFits creator lane historyNo repeat pattern
Audit output

Store outcomes as pass / conditional / fail.

Conditional results require secondary evidence.

Failed samples should not anchor longread claims.