{"id":3134,"date":"2025-11-11T09:56:10","date_gmt":"2025-11-11T09:56:10","guid":{"rendered":"https:\/\/ewebtoolz.com\/blog\/ai-overviews-change-every-2-days-but-never-change-their-mind\/"},"modified":"2025-11-11T09:56:10","modified_gmt":"2025-11-11T09:56:10","slug":"ai-overviews-change-every-2-days-but-never-change-their-mind","status":"publish","type":"post","link":"https:\/\/ewebtoolz.com\/blog\/ai-overviews-change-every-2-days-but-never-change-their-mind\/","title":{"rendered":"AI Overviews Change Every 2 Days (But Never Change Their Mind)"},"content":{"rendered":"<p> <br \/>\n<\/p>\n<div id=\"\">\n<p> Just how stable are AI Overviews? If you manage to get your brand mentioned or cited in them, can you take the rest of the month off? Or do you have to fight for ongoing visibility?\u00a0<\/p>\n<p>To find the answers, our data scientist, <a href=\"https:\/\/sg.linkedin.com\/in\/xibeijia-guan\">Xibeijia Guan<\/a>, analyzed over 43,000 keywords\u2014each with at least 16 recorded AI Overviews\u2014over the course of a\u00a0month.<\/p>\n<p>She extracted this data from <a href=\"https:\/\/ahrefs.com\/brand-radar\">Brand Radar<\/a>, our new AI visibility tool that tracks hundreds of millions of prompts and queries across seven different AI assistants.<\/p>\n<figure class=\"wp-block-image\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1817\" height=\"1317\" class=\"wp-image-192744\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-brand-radar-dashboard-view-showing-results.jpg\" alt=\"Ahrefs Brand Radar dashboard view showing results for Toyota, versus competitors Honda, Nissan, Chevrolet, Ford, Volkswagen\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-brand-radar-dashboard-view-showing-results.jpg 1817w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-brand-radar-dashboard-view-showing-results-586x425.jpg 586w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-brand-radar-dashboard-view-showing-results-768x557.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-brand-radar-dashboard-view-showing-results-1536x1113.jpg 1536w\" sizes=\"(max-width: 1817px) 100vw, 1817px\"\/><\/figure>\n<p>The results reveal a surprising paradox in how Google\u2019s AI operates\u2014a constant state of change on the surface, but a deep, underlying stability.<\/p>\n<div class=\"post-nav-link clearfix\" id=\"section1\"><a class=\"subhead-anchor\" data-tip=\"tooltip__copielink\" rel=\"#section1\"><svg width=\"19\" height=\"19\" viewbox=\"0 0 14 14\" style=\"\"><g fill=\"none\" fill-rule=\"evenodd\"><path d=\"M0 0h14v14H0z\"\/><path d=\"M7.45 9.887l-1.62 1.621c-.92.92-2.418.92-3.338 0a2.364 2.364 0 0 1 0-3.339l1.62-1.62-1.273-1.272-1.62 1.62a4.161 4.161 0 1 0 5.885 5.884l1.62-1.62L7.45 9.886zM5.527 5.135L7.17 3.492c.92-.92 2.418-.92 3.339 0 .92.92.92 2.418 0 3.339L8.866 8.473l1.272 1.273 1.644-1.643A4.161 4.161 0 1 0 5.897 2.22L4.254 3.863l1.272 1.272zm-.66 3.998a.749.749 0 0 1 0-1.06l2.208-2.206a.749.749 0 1 1 1.06 1.06L5.928 9.133a.75.75 0 0 1-1.061 0z\" style=\"\"\/><\/g><\/svg><\/a><\/p>\n<div class=\"link-text\" data-anchor=\"AI Overview content changes 70% of the time\" data-section=\"content\">\n<h2 class=\"wp-block-heading\"><a id=\"post-192743-_7p66c0j56l\"\/>AI Overview content changes 70% of the\u00a0time<\/h2>\n<\/div>\n<\/div>\n<p>The content of the AI Overviews we studied changed drastically over the month of our analysis.<\/p>\n<p>In fact, we found that AI Overviews have a <strong>70% chance of changing<\/strong> from one observation to the\u00a0next.<\/p>\n<p>This is known as the \u201cPointwise Change Rate\u201d, and is calculated by dividing the number of changes observed by the number of consecutive pairs.<\/p>\n<p><code># of change observed\/ # of consecutive pairs<\/code><\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Number of consecutive pairs:<\/strong> The total number of times we compared two sequential AI Overview responses for the same search query.<\/li>\n<li><strong>Number of changes observed:<\/strong> A count of how many of those comparisons resulted in the AI Overview content being different from the previous version.<\/li>\n<\/ul>\n<p>Here\u2019s an example of that flux in action.<\/p>\n<p>Below are two AI Overviews for the query \u201crenters insurance\u201d, captured two minutes apart in incognito mode.<\/p>\n<p>For easy comparison, one is in light\u00a0mode\u2026<\/p>\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" width=\"2048\" height=\"1619\" class=\"wp-image-192745\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-search-results-page-for-renters-insuranc.png\" alt=\": Google search results page for &quot;renters insurance&quot; showing AI Overview with detailed explanation of coverage types including Personal Property Coverage, Tenants' Liability Coverage, and Additional Living Expenses, plus common exclusions and optional extras.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-search-results-page-for-renters-insuranc.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-search-results-page-for-renters-insuranc-538x425.png 538w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-search-results-page-for-renters-insuranc-768x607.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-search-results-page-for-renters-insuranc-1536x1214.png 1536w\" sizes=\"(max-width: 2048px) 100vw, 2048px\"\/><\/noscript><img decoding=\"async\" width=\"2048\" height=\"1619\" class=\"lazyload wp-image-192745\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-search-results-page-for-renters-insuranc.png\" alt=\": Google search results page for &quot;renters insurance&quot; showing AI Overview with detailed explanation of coverage types including Personal Property Coverage, Tenants' Liability Coverage, and Additional Living Expenses, plus common exclusions and optional extras.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-search-results-page-for-renters-insuranc.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-search-results-page-for-renters-insuranc-538x425.png 538w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-search-results-page-for-renters-insuranc-768x607.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-search-results-page-for-renters-insuranc-1536x1214.png 1536w\" data-sizes=\"(max-width: 2048px) 100vw, 2048px\"\/><\/figure>\n<p>And the other in dark\u00a0mode\u2026<\/p>\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" width=\"2048\" height=\"1690\" class=\"wp-image-192746\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-ai-overview-for-renters-insurance-in-dark.png\" alt=\"Google AI Overview for &quot;renters insurance&quot; in dark mode showing detailed coverage information including What Renters Insurance Covers section with bullet points for Personal Property Coverage, Tenants' Liability Coverage, and Additional Living Expenses, plus What is Not Typically Covered section.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-ai-overview-for-renters-insurance-in-dark.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-ai-overview-for-renters-insurance-in-dark-515x425.png 515w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-ai-overview-for-renters-insurance-in-dark-768x634.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-ai-overview-for-renters-insurance-in-dark-1536x1268.png 1536w\" sizes=\"(max-width: 2048px) 100vw, 2048px\"\/><\/noscript><img decoding=\"async\" width=\"2048\" height=\"1690\" class=\"lazyload wp-image-192746\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-ai-overview-for-renters-insurance-in-dark.png\" alt=\"Google AI Overview for &quot;renters insurance&quot; in dark mode showing detailed coverage information including What Renters Insurance Covers section with bullet points for Personal Property Coverage, Tenants' Liability Coverage, and Additional Living Expenses, plus What is Not Typically Covered section.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-ai-overview-for-renters-insurance-in-dark.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-ai-overview-for-renters-insurance-in-dark-515x425.png 515w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-ai-overview-for-renters-insurance-in-dark-768x634.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-ai-overview-for-renters-insurance-in-dark-1536x1268.png 1536w\" data-sizes=\"(max-width: 2048px) 100vw, 2048px\"\/><\/figure>\n<p>It\u2019s immediately obvious that the phrasing and content of each overview is different.<\/p>\n<p>For instance, the opening paragraph of the dark mode AI Overview lists out the types of events that renters insurance covers (e.g. fire, theft, or\u00a0flood)\u2026<\/p>\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" width=\"1100\" height=\"378\" class=\"wp-image-192747\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-ai-overview-for-renters-insurance-query-s.png\" alt=\"Google AI Overview for &quot;renters insurance&quot; query showing dark theme interface with definition explaining it's insurance for tenants' personal belongings and liability coverage, with &quot;fire, theft, or flood&quot; highlighted in orange.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-ai-overview-for-renters-insurance-query-s.png 1100w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-ai-overview-for-renters-insurance-query-s-680x234.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-ai-overview-for-renters-insurance-query-s-768x264.png 768w\" sizes=\"(max-width: 1100px) 100vw, 1100px\"\/><\/noscript><img decoding=\"async\" width=\"1100\" height=\"378\" class=\"lazyload wp-image-192747\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-ai-overview-for-renters-insurance-query-s.png\" alt=\"Google AI Overview for &quot;renters insurance&quot; query showing dark theme interface with definition explaining it's insurance for tenants' personal belongings and liability coverage, with &quot;fire, theft, or flood&quot; highlighted in orange.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-ai-overview-for-renters-insurance-query-s.png 1100w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-ai-overview-for-renters-insurance-query-s-680x234.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-ai-overview-for-renters-insurance-query-s-768x264.png 768w\" data-sizes=\"(max-width: 1100px) 100vw, 1100px\"\/><\/figure>\n<p>Whereas the light mode AI Overview focuses more on whose responsibility it is to obtain renters insurance\u2026<\/p>\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" width=\"1216\" height=\"470\" class=\"wp-image-192748\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-ai-overview-for-renters-insurance-showing.png\" alt=\"Google AI Overview for &quot;renters insurance&quot; showing concise definition explaining it's optional insurance protecting tenants' belongings and providing liability coverage, noting it's the tenant's responsibility as landlord insurance only covers building structure and landlord's items.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-ai-overview-for-renters-insurance-showing.png 1216w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-ai-overview-for-renters-insurance-showing-680x263.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-ai-overview-for-renters-insurance-showing-768x297.png 768w\" sizes=\"(max-width: 1216px) 100vw, 1216px\"\/><\/noscript><img decoding=\"async\" width=\"1216\" height=\"470\" class=\"lazyload wp-image-192748\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-ai-overview-for-renters-insurance-showing.png\" alt=\"Google AI Overview for &quot;renters insurance&quot; showing concise definition explaining it's optional insurance protecting tenants' belongings and providing liability coverage, noting it's the tenant's responsibility as landlord insurance only covers building structure and landlord's items.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-ai-overview-for-renters-insurance-showing.png 1216w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-ai-overview-for-renters-insurance-showing-680x263.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/google-ai-overview-for-renters-insurance-showing-768x297.png 768w\" data-sizes=\"(max-width: 1216px) 100vw, 1216px\"\/><\/figure>\n<p>Other differences include the use of examples, the level of detail, and the overall structure.<\/p>\n<p>Our research revealed that AI Overviews have a persistence of 2.15 days on average, meaning their content tends to change every 2.15\u00a0days.<\/p>\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" width=\"1600\" height=\"1314\" class=\"wp-image-192749\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-research-findings-for-43000-keywords-titl.png\" alt=\"Ahrefs research findings for 43,000 keywords. Title: AI Overviews change every 2.15 days. Image shows two cartoon calendars side by side. The first reads &quot;Nov 1st&quot; and shows an AI Overview for &quot;renters insurance&quot;. The second reads &quot;Nov 3rd&quot; and shows a different, longer AI Overview for &quot;renters insurance&quot;. An arrow points from the first calendar to the second, with text reading &quot;2.15 days&quot;\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-research-findings-for-43000-keywords-titl.png 1600w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-research-findings-for-43000-keywords-titl-518x425.png 518w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-research-findings-for-43000-keywords-titl-768x631.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-research-findings-for-43000-keywords-titl-1536x1261.png 1536w\" sizes=\"(max-width: 1600px) 100vw, 1600px\"\/><\/noscript><img decoding=\"async\" width=\"1600\" height=\"1314\" class=\"lazyload wp-image-192749\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-research-findings-for-43000-keywords-titl.png\" alt=\"Ahrefs research findings for 43,000 keywords. Title: AI Overviews change every 2.15 days. Image shows two cartoon calendars side by side. The first reads &quot;Nov 1st&quot; and shows an AI Overview for &quot;renters insurance&quot;. The second reads &quot;Nov 3rd&quot; and shows a different, longer AI Overview for &quot;renters insurance&quot;. An arrow points from the first calendar to the second, with text reading &quot;2.15 days&quot;\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-research-findings-for-43000-keywords-titl.png 1600w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-research-findings-for-43000-keywords-titl-518x425.png 518w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-research-findings-for-43000-keywords-titl-768x631.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-research-findings-for-43000-keywords-titl-1536x1261.png 1536w\" data-sizes=\"(max-width: 1600px) 100vw, 1600px\"\/><\/figure>\n<p>Since our checks weren\u2019t daily, it\u2019s likely that the real citation change rate is even higher.<\/p>\n<div class=\"post-nav-link clearfix\" id=\"section1\"><a class=\"subhead-anchor\" data-tip=\"tooltip__copielink\" rel=\"#section1\"><svg width=\"19\" height=\"19\" viewbox=\"0 0 14 14\" style=\"\"><g fill=\"none\" fill-rule=\"evenodd\"><path d=\"M0 0h14v14H0z\"\/><path d=\"M7.45 9.887l-1.62 1.621c-.92.92-2.418.92-3.338 0a2.364 2.364 0 0 1 0-3.339l1.62-1.62-1.273-1.272-1.62 1.62a4.161 4.161 0 1 0 5.885 5.884l1.62-1.62L7.45 9.886zM5.527 5.135L7.17 3.492c.92-.92 2.418-.92 3.339 0 .92.92.92 2.418 0 3.339L8.866 8.473l1.272 1.273 1.644-1.643A4.161 4.161 0 1 0 5.897 2.22L4.254 3.863l1.272 1.272zm-.66 3.998a.749.749 0 0 1 0-1.06l2.208-2.206a.749.749 0 1 1 1.06 1.06L5.928 9.133a.75.75 0 0 1-1.061 0z\" style=\"\"\/><\/g><\/svg><\/a><\/p>\n<div class=\"link-text\" data-anchor=\"45.5% of citations change when AI Overviews update\" data-section=\"citations\">\n<h2 class=\"wp-block-heading\"><a id=\"post-192743-_gpneu6log5z9\"\/>45.5% of citations change when AI Overviews update<\/h2>\n<\/div>\n<\/div>\n<p>Even if your content gets cited in AI Overviews, you\u2019re not guaranteed ongoing visibility.<\/p>\n<p>Our research shows citation flux is common.<\/p>\n<p>In fact, between consecutive responses, Xibeijia found that only 54.5% of URLs overlap on average.<\/p>\n<p>This works out as approximately 1 URL change every time the same AI Overview query is re-run.<\/p>\n<p>Meaning that, from one observation of an AI Overview to the next,<strong> nearly half (45.5%) of the cited sources are entirely new<\/strong>.<\/p>\n<p>To illustrate this, here\u2019s an example of the query \u201cBest protein powder\u201d, captured in Ahrefs\u2019 SERP Overview tool via <a href=\"https:\/\/ahrefs.com\/keywords-explorer\">Keywords Explorer<\/a>.<\/p>\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" width=\"2048\" height=\"912\" class=\"wp-image-192750\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-serp-overview-comparison-for-best-protein.jpg\" alt=\"Ahrefs SERP overview comparison for &quot;best protein powder&quot; between October 12th and November 1st, 2025, showing 9 changes in Top 10 with 68% SERP similarity. Green highlighting shows maintained\/improved positions (Fortune, Forbes articles), red shows declined positions (Reddit, NBC News articles).\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-serp-overview-comparison-for-best-protein.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-serp-overview-comparison-for-best-protein-680x303.jpg 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-serp-overview-comparison-for-best-protein-768x342.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-serp-overview-comparison-for-best-protein-1536x684.jpg 1536w\" sizes=\"(max-width: 2048px) 100vw, 2048px\"\/><\/noscript><img decoding=\"async\" width=\"2048\" height=\"912\" class=\"lazyload wp-image-192750\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-serp-overview-comparison-for-best-protein.jpg\" alt=\"Ahrefs SERP overview comparison for &quot;best protein powder&quot; between October 12th and November 1st, 2025, showing 9 changes in Top 10 with 68% SERP similarity. Green highlighting shows maintained\/improved positions (Fortune, Forbes articles), red shows declined positions (Reddit, NBC News articles).\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-serp-overview-comparison-for-best-protein.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-serp-overview-comparison-for-best-protein-680x303.jpg 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-serp-overview-comparison-for-best-protein-768x342.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-serp-overview-comparison-for-best-protein-1536x684.jpg 1536w\" data-sizes=\"(max-width: 2048px) 100vw, 2048px\"\/><\/figure>\n<p>Forbes and Fortune showed up consistently between October and November, but the third URL changed.<\/p>\n<p>Initially, a Reddit comment about protein powders took second place, but a month later it was replaced by Fortune\u2019s \u201cbest\u201d list, and a new article from NBC on \u201cprotein shake safety\u201d entered the third\u00a0spot.<\/p>\n<p>Here\u2019s one more example for the query \u201crenter\u2019s insurance\u201d\u2014each AI Overview was captured just a week\u00a0apart.<\/p>\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" width=\"2048\" height=\"1136\" class=\"wp-image-192751\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-serp-overview-comparison-for-renters-insu.jpg\" alt=\"Ahrefs SERP overview comparison for &quot;renter's insurance&quot; between October 21st and 28th, 2025, showing 5 changes in Top 10 results with 93% SERP similarity, 3 declined positions, and 2 new entries. Green highlighting indicates maintained positions while red shows declined.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-serp-overview-comparison-for-renters-insu.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-serp-overview-comparison-for-renters-insu-680x377.jpg 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-serp-overview-comparison-for-renters-insu-768x426.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-serp-overview-comparison-for-renters-insu-1536x852.jpg 1536w\" sizes=\"(max-width: 2048px) 100vw, 2048px\"\/><\/noscript><img decoding=\"async\" width=\"2048\" height=\"1136\" class=\"lazyload wp-image-192751\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-serp-overview-comparison-for-renters-insu.jpg\" alt=\"Ahrefs SERP overview comparison for &quot;renter's insurance&quot; between October 21st and 28th, 2025, showing 5 changes in Top 10 results with 93% SERP similarity, 3 declined positions, and 2 new entries. Green highlighting indicates maintained positions while red shows declined.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-serp-overview-comparison-for-renters-insu.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-serp-overview-comparison-for-renters-insu-680x377.jpg 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-serp-overview-comparison-for-renters-insu-768x426.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-serp-overview-comparison-for-renters-insu-1536x852.jpg 1536w\" data-sizes=\"(max-width: 2048px) 100vw, 2048px\"\/><\/figure>\n<p>The first AI Overview returned three citations, but only two of those carried over to the second capture, where a further ten citations joined the\u00a0list.<\/p>\n<p>It\u2019s clear that AI Overview visibility doesn\u2019t follow the same consistency patterns as traditional search rankings.<\/p>\n<p>Your brand can be cited today, and gone tomorrow.<\/p>\n<div class=\"post-nav-link clearfix\" id=\"section1\"><a class=\"subhead-anchor\" data-tip=\"tooltip__copielink\" rel=\"#section1\"><svg width=\"19\" height=\"19\" viewbox=\"0 0 14 14\" style=\"\"><g fill=\"none\" fill-rule=\"evenodd\"><path d=\"M0 0h14v14H0z\"\/><path d=\"M7.45 9.887l-1.62 1.621c-.92.92-2.418.92-3.338 0a2.364 2.364 0 0 1 0-3.339l1.62-1.62-1.273-1.272-1.62 1.62a4.161 4.161 0 1 0 5.885 5.884l1.62-1.62L7.45 9.886zM5.527 5.135L7.17 3.492c.92-.92 2.418-.92 3.339 0 .92.92.92 2.418 0 3.339L8.866 8.473l1.272 1.273 1.644-1.643A4.161 4.161 0 1 0 5.897 2.22L4.254 3.863l1.272 1.272zm-.66 3.998a.749.749 0 0 1 0-1.06l2.208-2.206a.749.749 0 1 1 1.06 1.06L5.928 9.133a.75.75 0 0 1-1.061 0z\" style=\"\"\/><\/g><\/svg><\/a><\/p>\n<div class=\"link-text\" data-anchor=\"54% of entities stay consistent when AI Overviews refresh\" data-section=\"entities\">\n<h2 class=\"wp-block-heading\"><a id=\"post-192743-_6kl7qjom0vb4\"\/>54% of entities stay consistent when AI Overviews refresh<\/h2>\n<\/div>\n<\/div>\n<p>Entity representation in AI Overviews is nearly as volatile as citations.<\/p>\n<p>We define entities as specific, identifiable named items that appear in the text of the AI Overview\u2014for example: people, organizations, locations, and brands.<\/p>\n<p>Of the AI Overviews we studied, 37% contained entities\u2014with each of those displaying roughly three entities per response.<\/p>\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" width=\"1600\" height=\"1479\" class=\"wp-image-192752\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-title-reads-when-ai-overviews-include-entit.jpg\" alt=\"Image title reads: When AI Overviews include entities, they feature three on average. Subtitle reads: Research by Ahrefs. 43,000 keywords studied. Image shows an illustrated view of an AI Overview about Ahrefs. Arrows highlight three entities. Company entity (Ahrefs), Person entity (Dmytro Gerasymenko), Location entity (Singapore)\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-title-reads-when-ai-overviews-include-entit.jpg 1600w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-title-reads-when-ai-overviews-include-entit-460x425.jpg 460w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-title-reads-when-ai-overviews-include-entit-768x710.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-title-reads-when-ai-overviews-include-entit-1536x1420.jpg 1536w\" sizes=\"(max-width: 1600px) 100vw, 1600px\"\/><\/noscript><img decoding=\"async\" width=\"1600\" height=\"1479\" class=\"lazyload wp-image-192752\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-title-reads-when-ai-overviews-include-entit.jpg\" alt=\"Image title reads: When AI Overviews include entities, they feature three on average. Subtitle reads: Research by Ahrefs. 43,000 keywords studied. Image shows an illustrated view of an AI Overview about Ahrefs. Arrows highlight three entities. Company entity (Ahrefs), Person entity (Dmytro Gerasymenko), Location entity (Singapore)\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-title-reads-when-ai-overviews-include-entit.jpg 1600w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-title-reads-when-ai-overviews-include-entit-460x425.jpg 460w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-title-reads-when-ai-overviews-include-entit-768x710.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-title-reads-when-ai-overviews-include-entit-1536x1420.jpg 1536w\" data-sizes=\"(max-width: 1600px) 100vw, 1600px\"\/><\/figure>\n<p>By studying entity overlap, we were able to measure how often real-world information stays the same between two sequential AI Overview responses for the same search query.<\/p>\n<p>The formula we used\u00a0was:<\/p>\n<p><code># common entities \/ total entities consecutive pairs<\/code><\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Common entities: <\/strong>This is the count of the named things (people, organizations, or locations) that appeared identically in both of the consecutive AI Overviews being compared.<\/li>\n<li><strong>Total entities consecutive pairs: <\/strong>This is the total count of all unique entities found when you compare both sequential AI Overviews.<\/li>\n<\/ul>\n<p>From this, we were able to calculate the percentage of named entities that remained consistent when the AI Overview changed\u2014otherwise known as the \u201centity overlap\u201d.<\/p>\n<p>This worked out as 54%\u2014or approximately 1 entity change for every AI Overview update.<\/p>\n<p>Meaning that the remaining 46% experienced volatility\u2014that\u2019s just a .5% difference in flux vs. citations.<\/p>\n<p>It could be a coincidence, but one theory is that Google regenerates URLs and entities at a similar rate.<\/p>\n<p>This constant swapping of text, sources, and subjects means that you can often get a different AI Overview answer just by refreshing the\u00a0page.<\/p>\n<p>Here\u2019s <a href=\"https:\/\/au.linkedin.com\/in\/despina-gavoyannis\">Despina Gavoyannis<\/a> from our blog team experiencing exactly that\u2026<\/p>\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" width=\"1590\" height=\"396\" class=\"wp-image-192753\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/slack-message-from-despina-dated-july-17th-at-121.png\" alt=\"Slack message from despina dated July 17th at 1:21 PM explaining that refreshing search results when getting an undesired AI Overview produces different answers with different citations, noting more variation occurs for topics without strong consensus or well-documented responses.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/slack-message-from-despina-dated-july-17th-at-121.png 1590w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/slack-message-from-despina-dated-july-17th-at-121-680x169.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/slack-message-from-despina-dated-july-17th-at-121-768x191.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/slack-message-from-despina-dated-july-17th-at-121-1536x383.png 1536w\" sizes=\"(max-width: 1590px) 100vw, 1590px\"\/><\/noscript><img decoding=\"async\" width=\"1590\" height=\"396\" class=\"lazyload wp-image-192753\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/slack-message-from-despina-dated-july-17th-at-121.png\" alt=\"Slack message from despina dated July 17th at 1:21 PM explaining that refreshing search results when getting an undesired AI Overview produces different answers with different citations, noting more variation occurs for topics without strong consensus or well-documented responses.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/slack-message-from-despina-dated-july-17th-at-121.png 1590w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/slack-message-from-despina-dated-july-17th-at-121-680x169.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/slack-message-from-despina-dated-july-17th-at-121-768x191.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/slack-message-from-despina-dated-july-17th-at-121-1536x383.png 1536w\" data-sizes=\"(max-width: 1590px) 100vw, 1590px\"\/><\/figure>\n<div class=\"post-nav-link clearfix\" id=\"section1\"><a class=\"subhead-anchor\" data-tip=\"tooltip__copielink\" rel=\"#section1\"><svg width=\"19\" height=\"19\" viewbox=\"0 0 14 14\" style=\"\"><g fill=\"none\" fill-rule=\"evenodd\"><path d=\"M0 0h14v14H0z\"\/><path d=\"M7.45 9.887l-1.62 1.621c-.92.92-2.418.92-3.338 0a2.364 2.364 0 0 1 0-3.339l1.62-1.62-1.273-1.272-1.62 1.62a4.161 4.161 0 1 0 5.885 5.884l1.62-1.62L7.45 9.886zM5.527 5.135L7.17 3.492c.92-.92 2.418-.92 3.339 0 .92.92.92 2.418 0 3.339L8.866 8.473l1.272 1.273 1.644-1.643A4.161 4.161 0 1 0 5.897 2.22L4.254 3.863l1.272 1.272zm-.66 3.998a.749.749 0 0 1 0-1.06l2.208-2.206a.749.749 0 1 1 1.06 1.06L5.928 9.133a.75.75 0 0 1-1.061 0z\" style=\"\"\/><\/g><\/svg><\/a><\/p>\n<div class=\"link-text\" data-anchor=\"AI Overviews score 0.95 out of 1.0 for semantic consistency\" data-section=\"semantics\">\n<h2 class=\"wp-block-heading\"><a id=\"post-192743-_5vqdd6ueh3rb\"\/>AI Overviews score 0.95 out of 1.0 for semantic consistency<\/h2>\n<\/div>\n<\/div>\n<p>While words are in constant flux, the underlying <strong>meaning<\/strong> of the AI Overview is incredibly consistent.<\/p>\n<p>We measured the \u201cSemantic stability\u201d between consecutive AI Overview responses and found an average cosine similarity score of 0.95, where 1.0 represents a perfect match.<\/p>\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" width=\"1600\" height=\"1323\" class=\"wp-image-192754\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-of-a-temperature-gauge-dial-semi-circle-n.jpg\" alt=\"Image of a temperature gauge dial (semi circle). Number on the gauge range from 0.0 (red) to 1.0 (green), with the dial pointing to 0.9. Image title reads: Consecutive AI Overviews show 0.95 cosine similarity score. Subtitle reads: Research by Ahrefs. 43,000 keywords studied.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-of-a-temperature-gauge-dial-semi-circle-n.jpg 1600w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-of-a-temperature-gauge-dial-semi-circle-n-514x425.jpg 514w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-of-a-temperature-gauge-dial-semi-circle-n-768x635.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-of-a-temperature-gauge-dial-semi-circle-n-1536x1270.jpg 1536w\" sizes=\"(max-width: 1600px) 100vw, 1600px\"\/><\/noscript><img decoding=\"async\" width=\"1600\" height=\"1323\" class=\"lazyload wp-image-192754\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-of-a-temperature-gauge-dial-semi-circle-n.jpg\" alt=\"Image of a temperature gauge dial (semi circle). Number on the gauge range from 0.0 (red) to 1.0 (green), with the dial pointing to 0.9. Image title reads: Consecutive AI Overviews show 0.95 cosine similarity score. Subtitle reads: Research by Ahrefs. 43,000 keywords studied.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-of-a-temperature-gauge-dial-semi-circle-n.jpg 1600w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-of-a-temperature-gauge-dial-semi-circle-n-514x425.jpg 514w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-of-a-temperature-gauge-dial-semi-circle-n-768x635.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-of-a-temperature-gauge-dial-semi-circle-n-1536x1270.jpg 1536w\" data-sizes=\"(max-width: 1600px) 100vw, 1600px\"\/><\/figure>\n<p>This score indicates an <strong>extremely high<\/strong> degree of semantic consistency.<\/p>\n<p>It\u2019s like asking two different experts the same question\u2014you\u2019ll get different wording, different phrasing, and maybe different examples, but the fundamental answer is the\u00a0same.<\/p>\n<p>My earlier \u201crenters insurance\u201d example proves this.<\/p>\n<p>Though each AI Overview differed in length, language, and structure, they covered largely the same topics and themes\u2014like personal property coverage, liability protection, and common exclusions.<br \/><noscript><img decoding=\"async\" width=\"2048\" height=\"1362\" class=\"wp-image-192755\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/side-by-side-comparison-of-google-ai-overview-for.jpg\" alt=\"Side-by-side comparison of Google AI Overview for &quot;renters insurance&quot; in light mode (left) and dark mode (right), with orange arrows pointing from light version's &quot;What it Covers&quot; and &quot;Common Exclusions and Optional Extras&quot; headers to corresponding &quot;What Renters Insurance Covers&quot; and &quot;What Is Not Typically Covered&quot; sections in dark version.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/side-by-side-comparison-of-google-ai-overview-for.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/side-by-side-comparison-of-google-ai-overview-for-639x425.jpg 639w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/side-by-side-comparison-of-google-ai-overview-for-768x511.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/side-by-side-comparison-of-google-ai-overview-for-1536x1022.jpg 1536w\" sizes=\"(max-width: 2048px) 100vw, 2048px\"\/><\/noscript><img decoding=\"async\" width=\"2048\" height=\"1362\" class=\"lazyload wp-image-192755\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/side-by-side-comparison-of-google-ai-overview-for.jpg\" alt=\"Side-by-side comparison of Google AI Overview for &quot;renters insurance&quot; in light mode (left) and dark mode (right), with orange arrows pointing from light version's &quot;What it Covers&quot; and &quot;Common Exclusions and Optional Extras&quot; headers to corresponding &quot;What Renters Insurance Covers&quot; and &quot;What Is Not Typically Covered&quot; sections in dark version.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/side-by-side-comparison-of-google-ai-overview-for.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/side-by-side-comparison-of-google-ai-overview-for-639x425.jpg 639w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/side-by-side-comparison-of-google-ai-overview-for-768x511.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/side-by-side-comparison-of-google-ai-overview-for-1536x1022.jpg 1536w\" data-sizes=\"(max-width: 2048px) 100vw, 2048px\"\/><\/p>\n<p>In other words, AI Overviews are continuously rephrasing a stable, underlying consensus drawn from their sources\u2014this is the nature of probabilistic large-language models.<\/p>\n<p>They don\u2019t change their \u201copinion\u201d on a topic day to\u00a0day.<\/p>\n<p>The core message remains the same, even if the text, citations, and entities switch in and\u00a0out.<\/p>\n<div class=\"post-nav-link clearfix\" id=\"section1\"><a class=\"subhead-anchor\" data-tip=\"tooltip__copielink\" rel=\"#section1\"><svg width=\"19\" height=\"19\" viewbox=\"0 0 14 14\" style=\"\"><g fill=\"none\" fill-rule=\"evenodd\"><path d=\"M0 0h14v14H0z\"\/><path d=\"M7.45 9.887l-1.62 1.621c-.92.92-2.418.92-3.338 0a2.364 2.364 0 0 1 0-3.339l1.62-1.62-1.273-1.272-1.62 1.62a4.161 4.161 0 1 0 5.885 5.884l1.62-1.62L7.45 9.886zM5.527 5.135L7.17 3.492c.92-.92 2.418-.92 3.339 0 .92.92.92 2.418 0 3.339L8.866 8.473l1.272 1.273 1.644-1.643A4.161 4.161 0 1 0 5.897 2.22L4.254 3.863l1.272 1.272zm-.66 3.998a.749.749 0 0 1 0-1.06l2.208-2.206a.749.749 0 1 1 1.06 1.06L5.928 9.133a.75.75 0 0 1-1.061 0z\" style=\"\"\/><\/g><\/svg><\/a><\/p>\n<div class=\"link-text\" data-anchor=\"Popular AI Overviews aren\u2019t cached\" data-section=\"cached\">\n<h2 class=\"wp-block-heading\"><a id=\"post-192743-_3oma4dacisfe\"\/>Popular AI Overviews aren\u2019t cached<\/h2>\n<\/div>\n<\/div>\n<p>Our CMO, <a href=\"https:\/\/www.linkedin.com\/in\/timsoulo\">Tim Soulo<\/a>, had a theory that Google might cache AI Overviews belonging to popular keywords to save on computational resources.<\/p>\n<p>In fact, his hypothesis sparked this whole\u00a0study\u2026<\/p>\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" width=\"1618\" height=\"416\" class=\"wp-image-192756\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/slack-message-from-timsoulo-dated-july-17th-at-81.png\" alt=\"Slack message from timsoulo dated July 17th at 8:10 AM discussing an interview with Kevin Indig about Google generating AI Overviews for searches, with highlighted text questioning whether it makes sense to cache them for popular queries and wondering about consistency of text and citations.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/slack-message-from-timsoulo-dated-july-17th-at-81.png 1618w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/slack-message-from-timsoulo-dated-july-17th-at-81-680x175.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/slack-message-from-timsoulo-dated-july-17th-at-81-768x197.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/slack-message-from-timsoulo-dated-july-17th-at-81-1536x395.png 1536w\" sizes=\"(max-width: 1618px) 100vw, 1618px\"\/><\/noscript><img decoding=\"async\" width=\"1618\" height=\"416\" class=\"lazyload wp-image-192756\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/slack-message-from-timsoulo-dated-july-17th-at-81.png\" alt=\"Slack message from timsoulo dated July 17th at 8:10 AM discussing an interview with Kevin Indig about Google generating AI Overviews for searches, with highlighted text questioning whether it makes sense to cache them for popular queries and wondering about consistency of text and citations.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/slack-message-from-timsoulo-dated-july-17th-at-81.png 1618w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/slack-message-from-timsoulo-dated-july-17th-at-81-680x175.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/slack-message-from-timsoulo-dated-july-17th-at-81-768x197.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/slack-message-from-timsoulo-dated-july-17th-at-81-1536x395.png 1536w\" data-sizes=\"(max-width: 1618px) 100vw, 1618px\"\/><\/figure>\n<p>But the findings disprove this.<\/p>\n<p>Firstly, we\u2019d expect to see far more stability across AI Overview content if some were being cached.<\/p>\n<p>But, as we already know, consecutive AI Overviews showed different content 7 out of 10\u00a0times.<\/p>\n<p>Secondly, Xibeijia measured the actual relationship between a keyword\u2019s <strong>search volume<\/strong> and its <strong>AI Overview change rate<\/strong>, and found a Spearman correlation of -0.014.<\/p>\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" width=\"1600\" height=\"897\" class=\"wp-image-192757\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-shows-temperature-gauge-horizontal-line-ra.png\" alt=\"Image shows temperature gauge (horizontal line) ranging from -1.0 (strong negative), to +1.0 (strong positive), with a highlight pointing at -0.014, just near the middle &quot;0&quot; (no correlation). Title reads: Search volume and AI Overview changes show no correlation\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-shows-temperature-gauge-horizontal-line-ra.png 1600w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-shows-temperature-gauge-horizontal-line-ra-680x381.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-shows-temperature-gauge-horizontal-line-ra-768x431.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-shows-temperature-gauge-horizontal-line-ra-1536x861.png 1536w\" sizes=\"(max-width: 1600px) 100vw, 1600px\"\/><\/noscript><img decoding=\"async\" width=\"1600\" height=\"897\" class=\"lazyload wp-image-192757\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-shows-temperature-gauge-horizontal-line-ra.png\" alt=\"Image shows temperature gauge (horizontal line) ranging from -1.0 (strong negative), to +1.0 (strong positive), with a highlight pointing at -0.014, just near the middle &quot;0&quot; (no correlation). Title reads: Search volume and AI Overview changes show no correlation\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-shows-temperature-gauge-horizontal-line-ra.png 1600w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-shows-temperature-gauge-horizontal-line-ra-680x381.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-shows-temperature-gauge-horizontal-line-ra-768x431.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/image-shows-temperature-gauge-horizontal-line-ra-1536x861.png 1536w\" data-sizes=\"(max-width: 1600px) 100vw, 1600px\"\/><\/figure>\n<p>A correlation this close to zero indicates there is likely no relationship between the two variables\u2014hugely popular search queries are just as likely to have their AI Overview text change as very niche\u00a0ones.<\/p>\n<p>So, it\u2019s unlikely Google caches popular AI Overviews\u2014at least based on our\u00a0data.<\/p>\n<h2 class=\"wp-block-heading\"><a id=\"post-192743-_zgxlh5hicrvu\"\/>Wrapping up<\/h2>\n<p>AI Overviews are both dynamic and stable at the same\u00a0time.<\/p>\n<p>The surface details, like the exact wording, URLs cited, and entities mentioned all switch constantly\u2014but the underlying meaning and the core topics stay the\u00a0same.<\/p>\n<p>This changes how we can think about AI-generated search results.<\/p>\n<p>They\u2019re not static like traditional search results, but they\u2019re not random either.<\/p>\n<p>While you should expect your brand mentions and citations in AI Overviews to be volatile, there\u2019s still a way to show up consistently.<\/p>\n<p>Rather than focusing on individual prompts or queries, you need to become an authority on the <strong>themes<\/strong> associated with your core topics.<\/p>\n<p>You can understand which themes AI ties to your brand using <a href=\"https:\/\/ahrefs.com\/brand-radar\">Ahrefs Brand Radar<\/a>.<\/p>\n<p>Just drop in your brand, and head to the \u201cTopics\u201d report. This will show you which themes individual AI responses ladder up\u00a0to.<\/p>\n<p>For example, Ahrefs is most closely linked to the topics of \u201cSEO tools\u201d and \u201cSEO software\u201d in AI Overview responses.<\/p>\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" width=\"2048\" height=\"1008\" class=\"wp-image-192758\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-brand-radar-interface-showing-topics-tab-wi.png\" alt=\"Ahrefs Brand Radar interface showing Topics tab with AI Overviews filter selected, displaying 2,539 results dated November 3rd, 2025, with top topics being &quot;seo tools&quot; (177 AI responses, 120K volume), &quot;seo software&quot; (131 responses, 90K volume), and &quot;keyword research&quot; (116 responses, 54K volume).\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-brand-radar-interface-showing-topics-tab-wi.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-brand-radar-interface-showing-topics-tab-wi-680x335.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-brand-radar-interface-showing-topics-tab-wi-768x378.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-brand-radar-interface-showing-topics-tab-wi-1536x756.png 1536w\" sizes=\"(max-width: 2048px) 100vw, 2048px\"\/><\/noscript><img decoding=\"async\" width=\"2048\" height=\"1008\" class=\"lazyload wp-image-192758\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-brand-radar-interface-showing-topics-tab-wi.png\" alt=\"Ahrefs Brand Radar interface showing Topics tab with AI Overviews filter selected, displaying 2,539 results dated November 3rd, 2025, with top topics being &quot;seo tools&quot; (177 AI responses, 120K volume), &quot;seo software&quot; (131 responses, 90K volume), and &quot;keyword research&quot; (116 responses, 54K volume).\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-brand-radar-interface-showing-topics-tab-wi.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-brand-radar-interface-showing-topics-tab-wi-680x335.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-brand-radar-interface-showing-topics-tab-wi-768x378.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-brand-radar-interface-showing-topics-tab-wi-1536x756.png 1536w\" data-sizes=\"(max-width: 2048px) 100vw, 2048px\"\/><\/figure>\n<p>Tracking AI visibility over a volume of answers will also help you see past the variance of AI responses.<\/p>\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" width=\"1800\" height=\"1180\" class=\"wp-image-192759\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/two-side-by-side-line-graphs-comparing-prompt-trac.png\" alt=\"Two side-by-side line graphs comparing prompt tracking methods. Left graph titled &quot;Individual prompt tracking&quot; shows sporadic data with red X marks at 100% on Day 5 and 0% on Day 15, with no Day 30 data point. Right graph titled &quot;Aggregate prompt tracking&quot; shows consistent analysis with a green line trending upward from approximately 5% on Day 5, through 40% on Day 15, to 60% on Day 30, with green dots marking each data point.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/two-side-by-side-line-graphs-comparing-prompt-trac.png 1800w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/two-side-by-side-line-graphs-comparing-prompt-trac-648x425.png 648w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/two-side-by-side-line-graphs-comparing-prompt-trac-768x503.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/two-side-by-side-line-graphs-comparing-prompt-trac-1536x1007.png 1536w\" sizes=\"(max-width: 1800px) 100vw, 1800px\"\/><\/noscript><img decoding=\"async\" width=\"1800\" height=\"1180\" class=\"lazyload wp-image-192759\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/two-side-by-side-line-graphs-comparing-prompt-trac.png\" alt=\"Two side-by-side line graphs comparing prompt tracking methods. Left graph titled &quot;Individual prompt tracking&quot; shows sporadic data with red X marks at 100% on Day 5 and 0% on Day 15, with no Day 30 data point. Right graph titled &quot;Aggregate prompt tracking&quot; shows consistent analysis with a green line trending upward from approximately 5% on Day 5, through 40% on Day 15, to 60% on Day 30, with green dots marking each data point.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/two-side-by-side-line-graphs-comparing-prompt-trac.png 1800w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/two-side-by-side-line-graphs-comparing-prompt-trac-648x425.png 648w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/two-side-by-side-line-graphs-comparing-prompt-trac-768x503.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/two-side-by-side-line-graphs-comparing-prompt-trac-1536x1007.png 1536w\" data-sizes=\"(max-width: 1800px) 100vw, 1800px\"\/><\/figure>\n<p>By focusing on aggregated visibility and AI Share of Voice, you\u00a0can:<\/p>\n<ul class=\"wp-block-list\">\n<li>See if AI consistently ties you to a category\u2014not just if you appeared once.<\/li>\n<li>Track trends over time\u2014not just snapshots.<\/li>\n<li>Learn how your brand is positioned against competitors\u2014not just mentioned.<\/li>\n<\/ul>\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" width=\"2048\" height=\"1421\" class=\"wp-image-192760\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-brand-radar-dashboard-showing-ahrefs-with-8.jpg\" alt=\"Ahrefs Brand Radar dashboard showing Ahrefs with 84.1% AI Share of Voice leading competitors across multiple metrics, including a mentions comparison table across AI platforms and a time-series graph tracking brand mentions.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-brand-radar-dashboard-showing-ahrefs-with-8.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-brand-radar-dashboard-showing-ahrefs-with-8-613x425.jpg 613w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-brand-radar-dashboard-showing-ahrefs-with-8-768x533.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-brand-radar-dashboard-showing-ahrefs-with-8-1536x1066.jpg 1536w\" sizes=\"(max-width: 2048px) 100vw, 2048px\"\/><\/noscript><img decoding=\"async\" width=\"2048\" height=\"1421\" class=\"lazyload wp-image-192760\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-brand-radar-dashboard-showing-ahrefs-with-8.jpg\" alt=\"Ahrefs Brand Radar dashboard showing Ahrefs with 84.1% AI Share of Voice leading competitors across multiple metrics, including a mentions comparison table across AI platforms and a time-series graph tracking brand mentions.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-brand-radar-dashboard-showing-ahrefs-with-8.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-brand-radar-dashboard-showing-ahrefs-with-8-613x425.jpg 613w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-brand-radar-dashboard-showing-ahrefs-with-8-768x533.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/11\/ahrefs-brand-radar-dashboard-showing-ahrefs-with-8-1536x1066.jpg 1536w\" data-sizes=\"(max-width: 2048px) 100vw, 2048px\"\/><\/figure>\n<p>Winning the topic, not the query, is the best way to stay visible\u2014even when AI answers are changing daily.<\/p>\n<p>\u00a0<\/p>\n<\/p><\/div>\n<p><script>!function(f,b,e,v,n,t,s)\nif(f.fbq)return;n=f.fbq=function()n.callMethod?n.callMethod.apply(n,arguments):n.queue.push(arguments);if(!f._fbq)f._fbq=n;n.push=n;n.loaded=!0;n.version='2.0';n.queue=[];t=b.createElement(e);t.async=!0;t.src=v;s=b.getElementsByTagName(e)[0];s.parentNode.insertBefore(t,s)(window,document,'script','https:\/\/connect.facebook.net\/en_US\/fbevents.js');fbq('init','1511271639109289');fbq('track','PageView');<\/script><br \/>\n<br \/><br \/>\n<br \/><a href=\"https:\/\/ahrefs.com\/blog\/ai-overview-change\/\">Source link <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Just how stable are AI Overviews? If you manage to get your brand mentioned or cited in them, can you take the rest of the month off? Or do you have to fight for ongoing visibility?\u00a0 To find the answers, our data scientist, Xibeijia Guan, analyzed over 43,000 keywords\u2014each with at least 16 recorded AI [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":3135,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[22],"tags":[],"class_list":["post-3134","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-seo"],"_links":{"self":[{"href":"https:\/\/ewebtoolz.com\/blog\/wp-json\/wp\/v2\/posts\/3134","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ewebtoolz.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ewebtoolz.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ewebtoolz.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ewebtoolz.com\/blog\/wp-json\/wp\/v2\/comments?post=3134"}],"version-history":[{"count":0,"href":"https:\/\/ewebtoolz.com\/blog\/wp-json\/wp\/v2\/posts\/3134\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ewebtoolz.com\/blog\/wp-json\/wp\/v2\/media\/3135"}],"wp:attachment":[{"href":"https:\/\/ewebtoolz.com\/blog\/wp-json\/wp\/v2\/media?parent=3134"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ewebtoolz.com\/blog\/wp-json\/wp\/v2\/categories?post=3134"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ewebtoolz.com\/blog\/wp-json\/wp\/v2\/tags?post=3134"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}