Review AI Summary Quote Attribution Guide

Use this asset when

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

Every quote-like summary needs a traceable source, capture date, page context, and current relevance note.
Do not let AI-facing summaries turn merchant copy, user quotes, or reviewer conclusions into unattributed factual claims.
Attribution fixes should update review body, comparison tables, FAQ answers, schema, captions, internal links, and hub excerpts in one pass.
Matrix migration must rewrite quote-attribution rules around vertical norms such as creator beauty quotes, home buyer reviews, hotel traveler comments, and broad top-ten summaries.

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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