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AI answer evidence validity window governance

AI Answer Evidence Validity Window Auditor

Audit whether AI answers, snippets, FAQs, schema descriptions, comparison rows, verdicts, and affiliate CTAs respect evidence validity windows before Revneey republishes time-sensitive buyer guidance.

Use this asset when

This Revneey golden-template asset improves review/comparison quality before the pattern is migrated into the 11-site matrix.

Operator output

  • Dated evidence, source, summary, citation, confidence, and owner fields.
  • Keep, qualify, rewrite, remove, monitor, replace source, expire, escalate, or migrate-safe decision.
  • Disclosure, snippet, schema, FAQ, CTA, AI-answer, validity-window note, cancellation caveat, and refresh-cadence notes.

Matrix guardrail

Keep this pattern on Revneey first. Migrate only after vertical keyword boundaries are confirmed, and do not overwrite keyofvenus or cosyhomer slim directories.

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