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Checklist

AI Answer Drift Monitoring Checklist

Use this checklist before and after review refreshes to catch AI answer drift, citation loss, and caveat stripping.

When to use this asset

  • AI answers compress a nuanced review into an unsafe single recommendation.
  • Brand, merchant, model, or region entities are being mixed together.
  • Comparison pages need clearer buyer-fit caveats before monetized CTAs.
  • Schema, FAQ, table, and visible copy need to say the same thing.

Golden-template rules

  • Keep Revneey as the main-site source of truth before matrix migration.
  • Preserve vertical keyword boundaries when adapting to the 11-site matrix.
  • Use full Cloudflare Pages output for deploys.
  • Do not overwrite lean keyofvenus or cosyhomer source directories.

Operator workflow

  1. Capture the incorrect answer, confusing entity, or stale snippet exactly.
  2. Map it to affected review modules: verdict, table, pros/cons, FAQ, schema, CTA, disclosure.
  3. Add an entity clarity block or drift correction note near the first recommendation.
  4. Rebuild internal links to the correct review, comparison, guide, template, or checklist.
  5. Record the refresh in MEMORY and verify live 200 after deploy.

Matrix note: migrate only after Revneey proves the template; adapt language to each vertical without cloning keyword targets.