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Is Bing's AI Performance data complete or sampled?

99Visibility Research · Updated October 21, 2026 · 5 min read

Partly. Microsoft attaches its sampling note to the grounding queries metric in Bing Webmaster Tools' AI Performance report, saying the data shown is a sample of overall citation activity. Total Citations and page-level citation activity carry their own caveats, and those caveats do not mention sampling. Read grounding queries as a representative slice, read citation counts as Microsoft's own tally, and read Citation Share as an observation, not a rank.

The answer: one metric is sampled, the rest have other caveats

Bing Webmaster Tools' AI Performance report went into public preview on 10 February 2026 and was expanded on 16 June 2026. It covers Microsoft Copilot, AI-generated summaries in Bing, and select partner integrations. It reports Total Citations, Average Cited Pages, page-level citation activity, grounding queries, Intents, Topics, Citation Share and a Compare view.

The sampling note is narrow. Microsoft's sentence, "The data shown represents a sample of overall citation activity," sits inside the grounding queries subsection and refers to "this metric." Total Citations and page-level activity carry different caveats, and none of those mention sampling.

So the accurate summary is not "the report is sampled." It is "the grounding query list is a sample, and the citation counts are Microsoft's tally with their own stated limits." That distinction matters when you report numbers to a board or a client. If you call everything sampled, you undersell the counts. If you call everything complete, you oversell the query list.

For a walkthrough of every panel, see reading Bing's AI Performance report.

How to read each metric honestly

Each metric answers a different question. Treat them separately.

Metric What it tells you How to read it
Total Citations How often Microsoft's AI surfaces cited your site Microsoft's own count. Not described as sampled. Use for trend within your property
Average Cited Pages How many of your pages get cited A breadth signal, not a quality score
Page-level citation activity Which URLs earn citations Use to find pages worth checking for accuracy and access
Grounding queries The key phrases the AI used when retrieving content it then cited A sample. Read for patterns and themes, not totals
Citation Share Your share of observed citations Observational only. See the next section

Grounding queries deserve extra care because they are unusual. They show what the system actually searched for, not what a user typed. Other engines rewrite prompts too: OpenAI says ChatGPT search typically rewrites a query into one or more targeted queries, and Google's Gemini API documentation says grounding automatically generates one or more search queries. Bing's report is the only place we know of that exposes those internal queries to a site owner.

A sample of the right input beats a full count of the wrong one. Just don't sum the sampled queries and present the result as total demand. The guide to exporting and analyzing grounding queries covers how to work with the list.

Why Citation Share is not a ranking

Microsoft frames Citation Share explicitly as "an observational metric" and "not a ranking system or a competitive scoreboard." It also says the metric does not expose competitor domains, represent traffic share, or assign quality scores to content.

Three consequences follow:

  • It is a share, so the denominator moves. Whoever already wins a query dominates the total. Your share can fall while your absolute citations rise.
  • It is not traffic. A citation is not a click, and the metric does not claim to measure visits.
  • It does not name rivals. If you want to know whether the report shows competitor citations, the short answer from Microsoft's own description is that it does not expose competitor domains.

The next move: report Citation Share next to Total Citations, never alone, and keep Microsoft's "observational" framing in any deck you share.

Edge cases that change the reading

Prompt trackers count less than Microsoft does

In OtterlyAI's 2026 experiment, Microsoft's AI Performance report credited one test site with 42,817 citations, while Otterly's prompt-based tracker logged 3,934. The time windows may not match, so it is not an exact ratio. It does show that any prompt set is a sample too, and the engine's own count sees more.

Citation is not the same as use

Mechanistic research on retrieval-augmented generation (arXiv 2606.28358) found citation output can be changed without changing the sources the model drew on. A citation count is a proxy for influence, not a measurement of it.

Coverage is Microsoft's surfaces

The report covers Copilot, Bing AI summaries and select partners. Whether it reflects other assistants is a separate question, covered in does the report include ChatGPT citations.

No API yet

As of the evidence we hold (August 2026), the report has no API, though Microsoft's Fabrice Canel has indicated API access during 2026. Check the current API status before building a pipeline.

What to do next

  1. Verify your site in Bing Webmaster Tools if you haven't. The setup guide covers the steps.
  2. Export grounding queries monthly. Without an API, a manual export is the only way to build history.
  3. Label every number by type. Mark grounding queries as sampled, citation counts as Microsoft's tally, and Citation Share as observational.
  4. Compare grounding queries with the prompts you test. If they barely overlap, your prompt set is measuring something the engine doesn't search for.
  5. Check the pages that earn citations. Confirm the facts on them are correct and present in the HTML before JavaScript runs.

None of this controls what Copilot cites. It makes sure you read Microsoft's numbers for what they are, and it shows where Copilot's grounding in Bing is drawing from your site.

More on this

Can I add up grounding queries to estimate total AI demand? No. Microsoft says the grounding query data is a sample of overall citation activity. Summing a sample gives you a sample total, not demand. Use the list to spot themes, intents and phrasing the AI uses when retrieving your pages, and compare those patterns over time. For volume, look at Total Citations, which Microsoft does not describe as sampled.

Why does my prompt tracker show far fewer Copilot citations than Bing does? A prompt tracker only counts answers to the prompts it asks, so it sees a slice. In OtterlyAI's experiment, Microsoft's report counted 42,817 citations for one site while Otterly's tracker logged 3,934, though the time windows may not match. Where an engine publishes its own count, that count generally sees more than an outside sample can.

Does a rising Citation Share mean I'm beating competitors? Not necessarily. Microsoft calls Citation Share observational and says it is not a competitive scoreboard and does not expose competitor domains. It is a share whose denominator is shaped by whoever already wins each query. It can rise or fall for reasons unrelated to your own performance, so read it alongside your absolute citation count.

Does a citation in the report mean Copilot used my content? It means Copilot showed your page as a source. Research on how language models cite (arXiv 2606.28358) found citation output is partly separable from which sources actually shaped the answer. Treat citations as a useful but noisy signal of influence. Check the cited pages for accurate, clearly stated facts, since that is what the answer can quote.

Sources

  1. 2000 AI Blogs Experiment: Does Google Penalize AI Content?
  2. Searching the web with ChatGPT
  3. Grounding with Google Search | Gemini API | Google AI for Developers
  4. [2606.28358] How Do LLMs Cite? A Mechanistic Interpretation of Attribution in Retrieval-Augmented Generation

This page is AI-assisted. It was written from a verified evidence base and checked against our editorial policy. Engine behaviour changes often; facts are as of October 21, 2026.

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