Guide
    Measurement

    Bing AI Performance

    How Bing Webmaster Tools reports AI answer visibility and citation performance.

    8 min readUpdated April 15, 2026

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    Definition

    Bing AI Performance measures how a site appears as a source in Bing-powered AI experiences, including citations and grounding queries in Bing Webmaster Tools.

    Why It Matters

    Microsoft surfaces are among the first to provide publisher-facing AI citation analytics.

    How AI Uses It

    Bing and Copilot AI systems retrieve and cite web content; the reporting layer shows aggregate citation and query patterns.

    Commerce Example

    A retailer sees its comparison guide cited in Copilot answers for best carry-on luggage for business travel.

    Copy/Paste Prompts

    Replace the bracketed placeholders and run these prompts against your priority product lines, categories, or brand pages.

    Bing AI export interpretation
    Interpret this Bing AI Performance export and identify which cited pages, grounding queries, and content gaps matter most.
    Bing citation plan
    Create an optimization plan for pages with high Bing impressions but low AI citations.

    Optimization Checklist

    • Verify Bing Webmaster Tools.
    • Review the AI Performance report.
    • Identify cited pages.
    • Analyze grounding queries.
    • Compare to standard Bing Search data.

    Common Data Gaps

    GapWhy AI StrugglesFix
    Site not verifiedNo official reporting is available.Add Bing Webmaster Tools verification.
    No page-level ownerCited page issues do not get fixed.Map cited URLs to teams.
    No query clusteringGrounding queries stay noisy.Group queries by intent.

    Downloadable-Style Artifacts

    Copy this structure into a spreadsheet, Notion page, or internal ticket.

    Bing AI Performance operating worksheet

    Primary audit questionVerify Bing Webmaster Tools.
    Highest-risk gapSite not verified
    First fix to shipAdd Bing Webmaster Tools verification.
    Success metricTotal AI citations
    Retest cadenceMonthly or after material catalog changes
    Bing AI Performance weekly fix ticket
    Title: Improve Bing AI Performance readiness for [PRODUCT / CATEGORY]
    
    Observed issue:
    [WHAT THE AI ANSWER MISSED OR MISSTATED]
    
    Most likely data gap:
    Site not verified
    
    Recommended fix:
    Add Bing Webmaster Tools verification.
    
    Affected prompt:
    [PASTE PROMPT]
    
    Owner:
    [TEAM OR PERSON]
    
    Acceptance criteria:
    - Verify Bing Webmaster Tools.
    - Review the AI Performance report.
    - Track: Total AI citations
    - Prompt test has been re-run after publication

    Common Mistakes

    • Treating citations as rankings.
    • Assuming Bing data covers all AI platforms.
    • Ignoring uncited high-value pages.
    • Not comparing AI and classic search performance.

    What To Measure

    • Total AI citations
    • Average cited pages
    • Grounding queries
    • Citation trend by URL

    Strategic Takeaway

    Bing AI Performance gives brands an early official window into agentic answer visibility.

    Sources

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