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Measurement and maintenance · Branch M.C, AI visibility telemetry

M-10 Turn Bing AI Performance grounding queries into content decisions

P1OfficialNeeds your evidence

Cited URLs, grounding queries, intents and topics must be turned into decisions about clarity, evidence and content gaps. They must not be used as a keyword-spam generator.

Scope
Bing AI Performance
Priority
High priority.
Quality bucket
Measurement and experiment readiness
Legacy coverage
GEO-55

Why it matters

Grounding queries show what the engine was actually looking for when it cited a page, which makes them useful for spotting unclear or weak sections. Treating them as a list of phrases to repeat leads to keyword stuffing, which damages the page for readers. Used as evidence, they point to where content needs to be clearer or better supported.

How to implement

  1. List your top cited URLs and map the top grounding queries to each one.
  2. Where a page is cited for a query you did not expect, check the relevant section for accuracy and clarity.
  3. Where an indexed page is never cited for a strategic query, compare it with competitors on evidence and clarity.
  4. Improve the content itself and do not add the queries to the page as repeated keywords.

Checklist

  • Pull out the top cited URLs.
  • Map the top grounding queries for each URL.
  • If you are cited for a query you did not expect, audit the relevant section for accuracy and clarity.
  • If an indexed page is never cited for a strategic query, review it against competitors for evidence and clarity.
  • Do not try to force a query match with keyword stuffing.

How to audit

  • Bing Webmaster Tools AI Performance query to URL map.

How UltimateSEO checks this automatically

This control needs human evidence: Bing AI Performance grounding queries and how they are converted into content decisions.

States used: PASS, FAIL, UNKNOWN, NOT_APPLICABLE or BLOCKED. UNKNOWN is never shown as a pass. How states work.

Sources

Part of The UltimateSEO Framework v4.1, revised 2026-10-07. Evidence states, control states and the publish gate are explained on the hub.

Check this control on your own site

The instant scan maps what it finds to this control and tells you honestly whether it could verify it.