AI Answer Ranking Reason Proof Auditor

Use this asset when

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

Paste page URL, target query, AI-answer wording, ranked product, competing product, ranking reason, scoring criterion, weight, evidence URL, counter-evidence URL, screenshot/archive path, captured date, affected intro, snippet, FAQ, schema, comparison table, verdict, CTA, owner, severity, confidence, and next audit date.
Flag best overall, top pick, ranked higher, better value, editor choice, our favorite, most reliable, or recommended first wording when the ranking reason is implied, stale, merchant-led, unsupported by the scoring rubric, or inconsistent across page surfaces.
Return keep, qualify ranking scope, add scoring proof, downgrade claim strength, rebalance table copy, rewrite AI-answer wording, update FAQ/schema/verdict/CTA, replace evidence, owner, severity, confidence, and next ranking-reason audit cadence.

Operator output

Dated evidence, source, summary, citation, confidence, and owner fields.
Keep, qualify, narrow, rewrite, remove, monitor, replace source, expire, escalate, or migrate-safe decision.
Disclosure, snippet, schema, FAQ, CTA, AI-answer, ranking reason, financing disclosure, comparison-table, 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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