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Evaluate the task, not just the category label. If you need to improve the content a crawler can read, test page findings and fixes. If you need sampled brand-mention reporting, examine the prompt set and methodology. Check the vendor’s current scope before deciding.

Keep the evidence with the finding

  1. Record the exact URL and check date.
  2. Identify whether the result is page evidence, a log event or a sampled answer.
  3. Make one reviewable change at a time.
  4. Check the published result and measure outcomes separately.

BrandRank provides an on-page AI-readiness audit with copy-paste fixes. It does not query answer engines for brand mentions. Use the audit to inspect the page you control and avoid treating its score as a guarantee of inclusion or traffic.

Reference: Google Search guidance for AI features, checked 2026-10-27.