Bing Topics Portfolio Beta Shows Where AI Search Citations Are Being Missed

Microsoft launched Topics Portfolio, a beta feature in Bing Webmaster Tools that clusters grounding queries into broader themes and flags where other sites are cited in AI search responses but the user's site is not. The tool, announced October 13, 2026, sits inside AI Performance reports and presents citation volumes as ranges rather than precise counts, with Microsoft describing it as a planning and optimization aid rather than an exact measurement system.

Microsoft Bing has introduced Topics Portfolio , a beta feature in Bing Webmaster Tools that helps website owners identify where their content appears in AI-powered search responses and where it does not. Available within AI Performance reports, the feature groups individual grounding queries into broader themes and highlights queries where other sites receive citations while the user's site is absent. The October 13, 2026 announcement matters because AI visibility https://scalevise.com/resources/scalevise-geo-framework-ai-visibility-keyword-tracking/ is difficult to assess query by query. Bing's new portfolio view is intended to give publishers and editors a more strategic picture: which topics generate citation activity, how crowded those topics are, and where the most significant gaps may sit. Microsoft describes the feature as a planning and optimization tool, rather than an exact measurement system. The company's official Topics Portfolio beta announcement https://blogs.bing.com/webmaster/2026/10/introducing-topics-portfolio-beta-in-ai-performance/ sets out its scope and limitations. Topics Portfolio works with grounding queries , the search terms Bing's AI uses when sourcing content for Copilot, Bing AI summaries, and selected partner integrations. Instead of leaving those queries as a long, disconnected list, Bing uses AI-generated classification to cluster them into broader subjects, such as football, taxes, or AI chatbots. For each topic, Bing displays three directional metrics: The feature also identifies Top Opportunity Queries across the entire portfolio. These are the strongest queries where other sites are cited but the user's site is not. Bing presents citation volumes as ranges, not precise counts. Within an individual topic, the interface separates the queries where a site already has visibility from queries where it may be missing. That distinction makes the report more useful than a simple list of AI search terms: it connects existing performance with a potential content or coverage gap https://scalevise.com/resources/five-step-ai-search-visibility-audit/ . | Topics Portfolio view | What it shows | How it can be used | |---|---|---| | Your Grounding Queries | Queries within a topic where the site is already cited | Review the themes where existing content is being surfaced in Bing AI experiences | | Opportunity Queries | Queries within a topic where other sites are cited and the site is not | Investigate missed citation exposure and assess whether the topic is relevant to the site's content strategy | | Top Opportunity Queries | The strongest missed queries across the full portfolio | Prioritize investigation beyond a single topic, using Bing's citation-volume ranges as directional context | Microsoft's suggested starting process is straightforward. Sign in to Bing Webmaster Tools, open the AI Performance report, select the Topics tab, and choose a one to three month reporting window. A longer initial window can provide more query activity for the system to group into topics. The useful next step is not to treat every opportunity query as a content brief. First, determine whether the query is relevant to the business, whether it aligns with pages the site can credibly support, and whether the existing cited results reveal a real coverage gap. A missed citation https://scalevise.com/resources/gated-content-ai-search-citations/ can point to an absent page, incomplete information, weak topical coverage, or simply a query that is not a meaningful business priority. Topics Portfolio is explicitly a beta feature , and Bing cautions that its data should be read as directional. AI-generated topic classification can be imperfect, so individual queries may not always fall into the topic a website owner expects. Topics where a site has limited presence may not appear at all. Branded queries can also surface as opportunities. That means an opportunity is not automatic proof that a competitor has won a commercially important search result or that a new page will earn a citation. The report identifies a pattern worth evaluating, not a guaranteed route to inclusion in AI-generated responses. For businesses managing content with limited time, the practical value is prioritization. A topic with substantial citation activity, a large number of cited sites, and relevant opportunity queries may deserve closer editorial analysis. Conversely, a topic may be crowded or high-volume without being useful to the site's audience, products, or expertise. AI citation data https://scalevise.com/resources/ai-citation-backlink-overlay-seo-outreach/ is most valuable when it leads to better editorial decisions, not more reporting dashboards. GEO Search Leads helps businesses turn signals like missed citations into a practical plan for content coverage, AI search visibility, and lead-focused website improvements. Its AI search visibility and GEO lead generation approach https://geosearchleads.com/ can help identify the pages and topics worth prioritizing before resources are spent on low-value work. Start an AI visibility review today. What is Bing Topics Portfolio? Bing Topics Portfolio is a beta feature in Bing Webmaster Tools' AI Performance reports. It groups AI grounding queries into themes and shows topic-level citation activity, including queries where a site is cited and where other sites are cited instead. What are grounding queries in Bing Webmaster Tools? Grounding queries are search terms Bing's AI uses to source content for Copilot, Bing AI summaries, and selected partner integrations. What does an Opportunity Query mean? An Opportunity Query is a query where other sites are cited but the user's site is not. It is a directional signal to investigate, not evidence that a site will gain a citation by creating or changing a page. Are Topics Portfolio metrics exact? No. Microsoft says the metrics are approximate and directional. Citation volumes are shown as ranges, AI topic classification can be imperfect, and topics with limited site presence may not appear. How can website owners access Topics Portfolio? Website owners can sign in to Bing Webmaster Tools, open the AI Performance report, select the Topics tab, and choose a one to three month window to explore the beta feature. Bing Topics Portfolio gives website owners a more organized way to examine AI citation visibility than reviewing isolated queries alone. Its topic clusters, citation indicators, and opportunity views can help teams decide where to investigate content gaps. Because the feature is a beta and its figures are directional, the strongest use is informed prioritization: validate the relevance of missed queries, then focus editorial effort where the topic genuinely matters to the business.