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AI answer limitation omission governance

AI Answer Limitation Omission Auditor

Audit AI answer summaries, snippets, FAQs, schema, comparison verdicts, and CTAs for missing limitations, exclusions, caveats, downside evidence, and buyer-fit warnings before affiliate routing.

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, or migrate-safe decision.
  • Disclosure, snippet, schema, FAQ, CTA, AI-answer, 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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