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AI answer counterfactual proof governance

AI Answer Counterfactual Proof Auditor

Audit AI answers, snippets, FAQs, verdicts, comparison rows, schema, and affiliate CTAs for unsupported counterfactual claims such as better than, would save, would last, or would fit without matched proof.

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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