Bing Just Added Intents, Topics, Citation Share and Compare: What It Means for Your AI Visibility

The structure Microsoft just shipped, intent classification, topic clustering, share of citations, and change over time, is the exact structure CBA's audit has organised around since before any platform reported it natively. We've always argued that a raw citation count is the least useful number in AI visibility, and that what matters is the intent behind the queries citing you, the topics where you hold authority, your share of the cited set, and the direction of travel over time.

It's good to see the largest webmaster-tools platform formalise that view. When Microsoft writes that publishers "need more than raw citation counts" and need to understand "the context, topics, relative presence, and changes over time behind those citations," that’s a near-verbatim description of why CBA's audit was built the way it was. Intent, topic, share-of-voice, and trend aren't a Bing innovation to react to. They're the framework, and CBA has been scoring against it across all five major AI platforms while the first-party tools caught up.

The practical takeaway: if these four lenses are new to how you think about AI visibility, that's the gap to close first. They aren't Microsoft-specific concepts. They're how AI citation works everywhere, and Bing has just made them visible for its own surfaces.

Citation Share is the most interesting of the four, and also the one with the most deliberate limitation. It tells you what percentage of the citations for a grounding query went to your site. What it will not tell you is who holds the rest of that percentage.

This isn't an oversight or a preview-stage gap that will fill in later. Microsoft is explicit about it:

That is a reasonable choice for a first-party platform tool. Microsoft sits in a neutral position relative to all the publishers it reports on, and naming which domains beat which would put it in the business of running a competitive scoreboard it has decided not to run. So Citation Share shows you your own slice, in isolation, against an invisible field.

The problem is that your own slice in isolation doesn't answer the question that actually drives strategy. Knowing you hold 8% of the citations for a topic is only actionable when you know whether the other 92% is split across forty sites or concentrated in two. A fragmented field is an opportunity. A field dominated by two competitors is a different problem requiring a different response. Citation Share, on its own, can't tell those two situations apart.

That's the gap head-to-head competitive benchmarking fills, and it's exactly what CBA's audit does that a first-party tool structurally won't. CBA names the specific domains winning the citations you're not, per query and per topic, across every platform. Where Bing shows you your share against an anonymous field, CBA shows you the field. The two are complementary: use Citation Share to spot where your representation is moving, and use head-to-head benchmarking to see who you're actually moving against.

Everything in this release, all four capabilities, reports on Microsoft Copilot, Bing, and select partner AI experiences. That's what Bing Webmaster Tools can see, because that's what Microsoft operates. It is, by definition, blind to everything it doesn't.

So the new Intents, Topics, Citation Share, and Compare data tells you nothing about your visibility in ChatGPT, Perplexity, Claude, or Google Gemini. Each of those runs a different retrieval architecture, weights signals differently, and follows its own citation logic, and none of them reports through Bing Webmaster Tools. This mirrors the same boundary that exists on the Google side: Google Search Console's AI reports cover Google's AI surfaces and nothing else.

This is the structural reason no single platform's first-party reporting can ever give you the whole picture. Microsoft reports Microsoft. Google reports Google. Neither reports the other, and neither reports the independents. A buyer who relies on Bing Webmaster Tools plus Google Search Console for their AI visibility view is covering two surfaces and missing ChatGPT, Perplexity, and Claude entirely, three of the platforms most likely to be citing them to a prospective customer.