{"id":6872,"date":"2026-02-11T12:56:27","date_gmt":"2026-02-11T12:56:27","guid":{"rendered":"https:\/\/www.stanventures.com\/news\/?p=6872"},"modified":"2026-02-11T12:56:27","modified_gmt":"2026-02-11T12:56:27","slug":"ai-brand-visibility-is-far-more-unstable-than-most-marketers-realize","status":"publish","type":"post","link":"https:\/\/www.stanventures.com\/news\/ai-brand-visibility-is-far-more-unstable-than-most-marketers-realize-6872\/","title":{"rendered":"AI Brand Visibility Is Far More Unstable Than Most Marketers Realize"},"content":{"rendered":"<p><b>New research shows that AI product recommendations change constantly, which means many brands are drawing the wrong conclusions about their visibility inside tools like ChatGPT.<\/b><\/p>\n<p><span style=\"font-weight: 400;\">A growing number of marketers are treating <\/span><a href=\"https:\/\/www.stanventures.com\/brand-mention-services\/\"><span style=\"font-weight: 400;\">brand mentions<\/span><\/a><span style=\"font-weight: 400;\"> inside AI tools as part of their <\/span><a href=\"https:\/\/www.stanventures.com\/ai-seo-services\/\"><span style=\"font-weight: 400;\">AI SEO<\/span><\/a><span style=\"font-weight: 400;\"> efforts, but new research suggests many of those measurements are built on shaky ground.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The <\/span><a href=\"https:\/\/visible.beehiiv.com\/p\/most-ai-visibility-tracking-is-misleading-here-s-my-new-data\"><span style=\"font-weight: 400;\">findings<\/span><\/a><span style=\"font-weight: 400;\"> stem from an analysis of how ChatGPT responds to repeated recommendation prompts and how often the same brands appear across multiple runs\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The research builds on earlier work by SparkToro cofounder Rand Fishkin, who highlighted the <\/span><a href=\"https:\/\/www.stanventures.com\/news\/ai-brand-recommendations-change-constantly-new-research-reveals-6794\/\"><span style=\"font-weight: 400;\">probabilistic nature of large language models<\/span><\/a><span style=\"font-weight: 400;\">. Ask the same question multiple times, and the answers will differ. The new study focuses on what that variability means for B2B marketers attempting to measure visibility inside AI tools.<\/span><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_83 counter-hierarchy ez-toc-counter ez-toc-transparent ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\"><\/p>\n<span class=\"ez-toc-title-toggle\"><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.stanventures.com\/news\/ai-brand-visibility-is-far-more-unstable-than-most-marketers-realize-6872\/#how-the-research-was-conducted\" >How the Research Was Conducted<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.stanventures.com\/news\/ai-brand-visibility-is-far-more-unstable-than-most-marketers-realize-6872\/#what-happens-when-you-ask-the-same-question-100-times\" >What Happens When You Ask the Same Question 100 Times<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.stanventures.com\/news\/ai-brand-visibility-is-far-more-unstable-than-most-marketers-realize-6872\/#a-small-group-gets-most-of-the-attention\" >A Small Group Gets Most of the Attention<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.stanventures.com\/news\/ai-brand-visibility-is-far-more-unstable-than-most-marketers-realize-6872\/#why-niche-categories-change-the-math\" >Why Niche Categories Change the Math<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.stanventures.com\/news\/ai-brand-visibility-is-far-more-unstable-than-most-marketers-realize-6872\/#the-problem-with-most-ai-visibility-tracking\" >The Problem With Most AI Visibility Tracking<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.stanventures.com\/news\/ai-brand-visibility-is-far-more-unstable-than-most-marketers-realize-6872\/#what-b2b-marketers-should-do-next\" >What B2B Marketers Should Do Next<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.stanventures.com\/news\/ai-brand-visibility-is-far-more-unstable-than-most-marketers-realize-6872\/#key-takeaways\" >Key Takeaways<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"how-the-research-was-conducted\"><\/span><b>How the Research Was Conducted<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">To understand how consistent AI recommendations really are, the study tested 12 B2B software prompts.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Half of the prompts targeted crowded categories such as accounting software. The other half focused on less competitive categories like user entity behavior analytics.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Each group included both simple questions and more detailed ones that added a role and use case, such as asking which software is best for a head of finance responsible for compliance.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Every prompt was run 100 times using the free, logged-out version of ChatGPT. Each interaction came from a different IP address to reflect how separate users would approach the tool. In total, the study analyzed 1,200 responses.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">While the data comes from ChatGPT alone, the same patterns are likely to appear in other AI systems because they rely on similar generation methods.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"what-happens-when-you-ask-the-same-question-100-times\"><\/span><b>What Happens When You Ask the Same Question 100 Times<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Across 100 runs of a single prompt, ChatGPT mentioned an average of 44 different brands. In some categories, that number climbed close to 100.<\/span><\/p>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-6873\" src=\"https:\/\/www.stanventures.com\/news\/wp-content\/uploads\/2026\/02\/total-brands-avg.avif\" alt=\"AI Brand Visibility Is Far More Unstable Than Most Marketers Realize\" \/><\/p>\n<p><span style=\"font-weight: 400;\">Competitive categories produced far more brand rotation than niche ones. In fact, crowded markets saw roughly double the number of brands appear across repeated responses.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Yet each individual response stayed surprisingly consistent in size. Most answers mentioned around 10 brands, regardless of the category or prompt type. Some responses dipped closer to six, others rose toward 15, but the average barely moved.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The difference was not how many brands appeared in a single answer. It was how much the list changed from one answer to the next.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"a-small-group-gets-most-of-the-attention\"><\/span><b>A Small Group Gets Most of the Attention<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">When the data was analyzed over 100 runs, only about five brands per category appeared in more than 80% of responses.<\/span><\/p>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-6874\" src=\"https:\/\/www.stanventures.com\/news\/wp-content\/uploads\/2026\/02\/44-brands.avif\" alt=\"Chatgpt consistently recommends 5 brands\" \/><\/p>\n<p><span style=\"font-weight: 400;\">That group represented just 11 percent of all brands mentioned across the full dataset. The rest fell into a wide middle or a long tail of minimal exposure.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">These consistently visible brands were almost always well-known players with strong market recognition. In accounting software, for example, familiar platforms dominated repeated responses while dozens of alternatives surfaced only occasionally.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">This makes AI visibility feel similar to search results from years ago, when competing for a small number of top placements defined success.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"why-niche-categories-change-the-math\"><\/span><b>Why Niche Categories Change the Math<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">The picture looks very different in niche categories.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In less competitive markets, 21% of brands reached high-frequency visibility. In crowded categories, that number dropped to just 7%. Most brands in competitive spaces were mentioned in fewer than 20% of responses.<\/span><\/p>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-6875\" src=\"https:\/\/www.stanventures.com\/news\/wp-content\/uploads\/2026\/02\/niche-vs-competitive.avif\" alt=\"AI brand visibility - Niche category\" \/><\/p>\n<p><span style=\"font-weight: 400;\">Adding persona details to a prompt made it slightly harder for brands to reach the most consistent tier. However, it did not dramatically reduce the total number of brands mentioned overall.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">This suggests the AI often lacks enough depth about individual products to narrow its choices meaningfully, even when the question sounds more specific.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"the-problem-with-most-ai-visibility-tracking\"><\/span><b>The Problem With Most AI Visibility Tracking<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">These findings expose a major issue with how AI visibility is commonly measured.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Many tools check a prompt once and record which brands appear. The research shows that the approach is close to meaningless. A single run can easily misrepresent how often a <\/span><a href=\"https:\/\/www.stanventures.com\/blog\/brand-mentions-seo-ai-visibility-guide\/\"><span style=\"font-weight: 400;\">brand actually shows up<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">To get a signal that reflects reality, prompts need to be run multiple times. Dozens of runs offer the strongest confidence, but even five repetitions provide a clearer picture than a one-off check.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The goal is not perfection. It is understanding whether a brand usually appears, sometimes appears, or almost never appears for a given query.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"what-b2b-marketers-should-do-next\"><\/span><b>What B2B Marketers Should Do Next<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">If you\u2019re not a well-known brand, trying to win in a broad category is tough. The data makes that obvious. Showing up consistently in AI answers usually takes scale, time, and brand recognition that most companies simply don\u2019t have.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">A smarter move is narrowing your focus. Brands that are clearly tied to a specific role, industry, or problem tend to show up more often when AI tools make recommendations. The association is easier for the model to recall and reuse.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Over time, this starts to look a lot like what search did years ago. Brands that were clear about what they did and who they were for were easier to surface. The same pattern is emerging with AI, even if the mechanics are different.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"key-takeaways\"><\/span><b>Key Takeaways<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">AI recommendations vary widely even when prompts stay the same.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Only a small group of brands shows up consistently across responses.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Niche categories offer more room to gain repeat visibility.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Persona-based prompts raise the bar for reaching the top tier.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Single-run visibility checks provide little useful insight.<\/span><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>New research shows that AI product recommendations change constantly, which means many brands are drawing the wrong conclusions about their visibility inside tools like ChatGPT. A growing number of marketers are treating brand mentions inside AI tools as part of their AI SEO efforts, but new research suggests many of those measurements are built on [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-6872","post","type-post","status-publish","format-standard","hentry","category-seo"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI Brand Visibility Is Far More Unstable Than Most Marketers Realize - Stan Ventures<\/title>\n<meta name=\"description\" content=\"AI recommendations shift constantly. 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