AI Citation Decay Monitoring Guide

Use this asset when

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

Treat AI-answer copy as a derived evidence layer that can decay separately from the live review page.
Track cited claim, source URL, source date, replacement proof, affected snippet, FAQ, schema, comparison row, CTA, and owner together.
When proof changes, update visible page copy and machine-readable answer sources in the same release.
Keep Revneey as the golden template before matrix sites adopt vertical-specific AI citation decay rules.

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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