{"id":701738,"date":"2025-12-02T17:55:09","date_gmt":"2025-12-02T14:55:09","guid":{"rendered":"https:\/\/buradabiliyorum.com\/en\/why-every-ai-search-study-tells-a-different-story\/"},"modified":"2025-12-02T17:55:09","modified_gmt":"2025-12-02T14:55:09","slug":"why-every-ai-search-study-tells-a-different-story","status":"publish","type":"post","link":"https:\/\/buradabiliyorum.com\/en\/why-every-ai-search-study-tells-a-different-story\/","title":{"rendered":"Why every AI search study tells a different story"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-6a2f081e82a06\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #dd3333;color:#dd3333\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #dd3333;color:#dd3333\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-6a2f081e82a06\" checked aria-label=\"Toggle\" \/><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:\/\/buradabiliyorum.com\/en\/why-every-ai-search-study-tells-a-different-story\/#Industry_studies_offer_conflicting_takes_on_AI_search_See_why_the_data_diverges_and_how_to_evaluate_the_impact_on_your_site_and_segment\" >Industry studies offer conflicting takes on AI search. See why the data diverges and how to evaluate the impact on your site and segment.<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/buradabiliyorum.com\/en\/why-every-ai-search-study-tells-a-different-story\/#The_core_consensus_that_isnt_really_consensus\" >The core consensus that isn\u2019t really consensus<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/buradabiliyorum.com\/en\/why-every-ai-search-study-tells-a-different-story\/#The_conversion_rate_debate_5_studies_5_different_answers\" >The conversion rate debate: 5 studies, 5 different answers<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/buradabiliyorum.com\/en\/why-every-ai-search-study-tells-a-different-story\/#Why_every_narrative_has_supporting_evidence\" >Why every narrative has supporting evidence<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/buradabiliyorum.com\/en\/why-every-ai-search-study-tells-a-different-story\/#Industry_and_business_model_matter_enormously\" >Industry and business model matter enormously<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/buradabiliyorum.com\/en\/why-every-ai-search-study-tells-a-different-story\/#Query_intent_creates_massive_variation\" >Query intent creates massive variation<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/buradabiliyorum.com\/en\/why-every-ai-search-study-tells-a-different-story\/#Time_period_and_AI_changes_skew_results\" >Time period and AI changes skew results<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/buradabiliyorum.com\/en\/why-every-ai-search-study-tells-a-different-story\/#Sample_size_and_selection_bias_distort_conclusions\" >Sample size and selection bias distort conclusions<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/buradabiliyorum.com\/en\/why-every-ai-search-study-tells-a-different-story\/#Measurement_definitions_arent_standardised\" >Measurement definitions aren\u2019t standardised<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/buradabiliyorum.com\/en\/why-every-ai-search-study-tells-a-different-story\/#The_Great_Decoupling_vs_The_Great_Opportunity\" >The Great Decoupling vs. The Great Opportunity<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/buradabiliyorum.com\/en\/why-every-ai-search-study-tells-a-different-story\/#The_citation_thing_Revolutionary_or_incremental\" >The citation thing: Revolutionary or incremental?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/buradabiliyorum.com\/en\/why-every-ai-search-study-tells-a-different-story\/#The_hidden_variable_What_each_researcher_wants_to_be_true\" >The hidden variable: What each researcher wants to be true<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/buradabiliyorum.com\/en\/why-every-ai-search-study-tells-a-different-story\/#The_segment-specific_reality\" >The segment-specific reality<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/buradabiliyorum.com\/en\/why-every-ai-search-study-tells-a-different-story\/#The_methodological_illusion_of_certainty\" >The methodological illusion of certainty<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/buradabiliyorum.com\/en\/why-every-ai-search-study-tells-a-different-story\/#What_this_means_for_SEOs_and_marketers\" >What this means for SEOs and marketers<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/buradabiliyorum.com\/en\/why-every-ai-search-study-tells-a-different-story\/#The_narrative_selection_problem\" >The narrative selection problem<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/buradabiliyorum.com\/en\/why-every-ai-search-study-tells-a-different-story\/#The_truth_about_uncertainty\" >The truth about uncertainty<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/buradabiliyorum.com\/en\/why-every-ai-search-study-tells-a-different-story\/#Moving_forward_without_consensus\" >Moving forward without consensus<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/buradabiliyorum.com\/en\/why-every-ai-search-study-tells-a-different-story\/#Be_comfortable_with_ambiguity\" >Be comfortable with ambiguity<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"subhead\" itemprop=\"alternativeHeadline\"><span class=\"ez-toc-section\" id=\"Industry_studies_offer_conflicting_takes_on_AI_search_See_why_the_data_diverges_and_how_to_evaluate_the_impact_on_your_site_and_segment\"><\/span>Industry studies offer conflicting takes on AI search. See why the data diverges and how to evaluate the impact on your site and segment.<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><\/p>\n<div class=\"bialty-container\">\n<p>Major SEO platforms, such as Ahrefs and Semrush, along with agencies like Seer Interactive and other leading companies, have released substantial studies that <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/download-scripts-themes-apps\/\" data-internallinksmanager029f6b8e52c=\"9\" title=\"Download Scripts &amp; Themes &amp; Apps\" target=\"_blank\" rel=\"noopener\">app<\/a>ear to offer definitive answers.\u00a0<\/p>\n<p>But a closer look reveals something else entirely: nearly every possible narrative about AI search impact has a \u201cstudy\u201d to support it.\u00a0<\/p>\n<p>The more I examined the data, the clearer a more uncomfortable truth became \u2013 no one has the definitive answer, and the numbers can be sliced to validate almost any storyline.<\/p>\n<h2 id=\"the-core-consensus-that-isnt-really-consensus\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_core_consensus_that_isnt_really_consensus\"><\/span>The core consensus that isn\u2019t really consensus<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>At first glance, the major studies agree on fundamentals.<\/p>\n<p>Ahrefs reports that top-ranking organic results lose approximately <a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/ahrefs.com\/blog\/ai-impact-on-seo\/\" target=\"_blank\" rel=\"noopener\">34-34.5% of clicks<\/a> when AI Overviews appear. Their analysis of 300,000 keywords presents this as a clear, quantifiable impact.\u00a0<\/p>\n<p>They reference research showing an almost 100% zero-click rate in Google\u2019s AI Mode, suggesting that AI search poses a fundamental threat to website traffic.<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1372\" height=\"1248\" http: alt=\"Image 4\" class=\"wp-image-465513\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/12\/image-4.png 1372w, https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/12\/image-4-768x699.png 768w\" data-lazy-sizes=\"(max-width: 1372px) 100vw, 1372px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/12\/image-4.png\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1372\" height=\"1248\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/12\/image-4.png\" alt=\"Image 4\" class=\"wp-image-465513\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/12\/image-4.png 1372w, https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/12\/image-4-768x699.png 768w\" sizes=\"(max-width: 1372px) 100vw, 1372px\"><\/figure>\n<\/div>\n<p>Yet Semrush, <a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/www.semrush.com\/blog\/semrush-ai-overviews-study\/\">analyzing over 10 million keywords<\/a>, found something different: a slight decrease in zero-click searches after AI Overviews were introduced.\u00a0<\/p>\n<p>This directly contradicts the narrative of AI features inevitably increasing zero-click behavior.\u00a0<\/p>\n<p>Instead of crisis, Semrush emphasizes opportunity, claiming that AI search visitors are 4.4 times more valuable than traditional organic visitors.<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1600\" height=\"1088\" http: alt=\"Image 6\" class=\"wp-image-465515\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/12\/image-6.png 1600w, https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/12\/image-6-768x522.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/12\/image-6-1536x1044.png 1536w\" data-lazy-sizes=\"(max-width: 1600px) 100vw, 1600px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/12\/image-6.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1600\" height=\"1088\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/12\/image-6.png\" alt=\"Image 6\" class=\"wp-image-465515\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/12\/image-6.png 1600w, https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/12\/image-6-768x522.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/12\/image-6-1536x1044.png 1536w\" sizes=\"auto, (max-width: 1600px) 100vw, 1600px\"><\/figure>\n<\/div>\n<p>Neither can be entirely right, yet both are presented with statistical authority.<\/p>\n<h2 id=\"the-conversion-rate-debate-5-studies-5-different-answers\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_conversion_rate_debate_5_studies_5_different_answers\"><\/span>The conversion rate debate: 5 studies, 5 different answers<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>The confusion becomes even more pronounced when examining how AI search traffic converts compared to traditional Google organic traffic.\u00a0<\/p>\n<p>Here, the research becomes almost funny in its contradictions.<\/p>\n<ul class=\"wp-block-list\">\n<li>Amsive\u2019s research, analyzing hundreds of client websites, concluded that ChatGPT converts at a higher rate than Google. This \u201cdifference\u201d finding suggests AI search educates users with top-of-the-funnel content before converting, and has higher commercial value.<\/li>\n<\/ul>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1126\" height=\"631\" http: alt=\"Image 5\" class=\"wp-image-465514\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/12\/image-5.png 1126w, https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/12\/image-5-768x430.png 768w\" data-lazy-sizes=\"(max-width: 1126px) 100vw, 1126px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/12\/image-5.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1126\" height=\"631\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/12\/image-5.png\" alt=\"Image 5\" class=\"wp-image-465514\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/12\/image-5.png 1126w, https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/12\/image-5-768x430.png 768w\" sizes=\"auto, (max-width: 1126px) 100vw, 1126px\"><\/figure>\n<\/div>\n<ul class=\"wp-block-list\">\n<li>A study by Kaise and Schulze examining more than 973 ecommerce websites \u2013 covered by Search Engine Land \u2013 reached the opposite conclusion. ChatGPT converts worse than Google. For ecommerce businesses in particular, this research suggests AI search traffic is lower quality and less likely to generate revenue.<\/li>\n<\/ul>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1006\" height=\"532\" http: alt=\"Image\" class=\"wp-image-465512\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/12\/image.jpeg 1006w, https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/12\/image-768x406.jpeg 768w\" data-lazy-sizes=\"(max-width: 1006px) 100vw, 1006px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/12\/image.jpeg\"><img loading=\"lazy\" decoding=\"async\" width=\"1006\" height=\"532\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/12\/image.jpeg\" alt=\"Image\" class=\"wp-image-465512\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/12\/image.jpeg 1006w, https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/12\/image-768x406.jpeg 768w\" sizes=\"auto, (max-width: 1006px) 100vw, 1006px\"><\/figure>\n<\/div>\n<ul class=\"wp-block-list\">\n<li>Ahrefs examined its own conversion data and determined that ChatGPT converts better than Google. This aligns with their broader narrative that while AI search may reduce traffic volume, it increases traffic quality.<\/li>\n<li>Seer Interactive analyzed data from several client websites and also concluded that ChatGPT converts better than Google, supporting the \u201cquality over quantity\u201d interpretation.<\/li>\n<li>Peep Laja, founder of Wynter, reviewed his company\u2019s conversion data and drew yet another conclusion: LLMs are sending \u201clazy, unqualified traffic\u201d that converts poorly. His real-world business experience contradicts the optimistic interpretations from Ahrefs and Seer.<\/li>\n<\/ul>\n<p>So which is correct?\u00a0<\/p>\n<p>Does AI search traffic convert the same as Google, better than Google, or worse than Google?\u00a0<\/p>\n<p>The answer appears to be: all of the above, depending on which data you examine.<\/p>\n<h2 id=\"why-every-narrative-has-supporting-evidence\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Why_every_narrative_has_supporting_evidence\"><\/span>Why every narrative has supporting evidence<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>The existence of credible studies supporting contradictory conclusions reflects the complexity and variability of AI search impact.\u00a0<\/p>\n<p>Several factors explain why research findings diverge so dramatically.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-industry-and-business-model-matter-enormously\"><span class=\"ez-toc-section\" id=\"Industry_and_business_model_matter_enormously\"><\/span>Industry and business model matter enormously<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Seer Interactive\u2019s finding that AI Overviews disproportionately impact non-branded traffic hints at this.\u00a0<\/p>\n<p>An ecommerce site selling commodity products likely experiences AI search very differently from a B2B software company or a local service provider.\u00a0<\/p>\n<p>Kaise and Schulze\u2019s study, which focused on ecommerce websites, may capture a genuinely different reality than Ahrefs\u2019 analysis of its own SaaS business or Seer\u2019s client portfolio.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-query-intent-creates-massive-variation\"><span class=\"ez-toc-section\" id=\"Query_intent_creates_massive_variation\"><\/span>Query intent creates massive variation<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>A user asking ChatGPT, \u201cWhat are the best running shoes for flat feet?\u201d is in a very different mindset than someone typing that same query into Google.\u00a0<\/p>\n<p>The former may be later in their research journey, explaining why some studies find AI traffic converts worse.\u00a0<\/p>\n<p>Or they may be more deliberate, explaining why others find it converts better. Both could be true for different query types.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-time-period-and-ai-changes-skew-results\"><span class=\"ez-toc-section\" id=\"Time_period_and_AI_changes_skew_results\"><\/span>Time period and AI changes skew results<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>These studies were conducted across different months in 2025 as AI search features were rapidly evolving.\u00a0<\/p>\n<p>Early adopters of AI search tools may represent a different demographic than mainstream users.\u00a0<\/p>\n<p>A study from April captures a different user base and feature set than one from November.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-sample-size-and-selection-bias-distort-conclusions\"><span class=\"ez-toc-section\" id=\"Sample_size_and_selection_bias_distort_conclusions\"><\/span>Sample size and selection bias distort conclusions<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Amsive\u2019s 100 client websites, compared with the 900+ ecommerce sites examined in the Kaise and Schulze study, represent different data scales and industry mixes.<\/p>\n<p>Ahrefs, analyzing their own conversion data, introduces potential selection effects.<\/p>\n<p>Their audience skews toward SEO professionals who may behave differently from <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/general\/\" data-internallinksmanager029f6b8e52c=\"3\" title=\"General\" target=\"_blank\" rel=\"noopener\">general<\/a> consumers.\u00a0<\/p>\n<p>Laja\u2019s single-company experience with Wynter may reflect something unique about his business rather than a universal pattern.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-measurement-definitions-aren-t-standardised\"><span class=\"ez-toc-section\" id=\"Measurement_definitions_arent_standardised\"><\/span>Measurement definitions aren\u2019t standardised<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>What constitutes a \u201cconversion\u201d varies across studies.\u00a0<\/p>\n<ul class=\"wp-block-list\">\n<li>Are we measuring email signups, purchases, qualified leads, or something else?\u00a0<\/li>\n<li>How is traffic attributed when a user touches multiple channels?\u00a0<\/li>\n<\/ul>\n<p>These definitional differences alone could explain contradictory findings.<\/p>\n<p><!-- START INLINE FORM --><\/p>\n<p><!-- END INLINE FORM --><\/p>\n<hr class=\"wp-block-separator has-text-color has-cyan-bluish-gray-color has-css-opacity has-cyan-bluish-gray-background-color has-background\">\n<h2 id=\"the-great-decoupling-vs-the-great-opportunity\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_Great_Decoupling_vs_The_Great_Opportunity\"><\/span>The Great Decoupling vs. The Great Opportunity<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Ahrefs frames their findings as \u201cThe Great Decoupling.\u201d\u00a0<\/p>\n<p>Impressions increase through dual visibility in organic results and AI Overview citations, but total clicks decrease.\u00a0<\/p>\n<p>This narrative emphasizes loss and disruption, positioning AI search as a zero-sum <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/game\/\" data-internallinksmanager029f6b8e52c=\"7\" title=\"Game\" target=\"_blank\" rel=\"noopener\">game<\/a> where Google captures value previously distributed to websites.\u00a0<\/p>\n<p>(It seems the great decoupling was caused by AI tools sending a huge amount of impressions that Search Console counted as <a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/brodieclark.com\/the-great-decoupling-num100\/\" target=\"_blank\" rel=\"noopener\">Brodie Clark<\/a> found.)<\/p>\n<p>Semrush presents essentially the same phenomenon through an opportunity perspective. Yes, click volume changes, but the visitors who do click through are more valuable.\u00a0<\/p>\n<p>Their projection that AI search could surpass traditional organic by 2028 positions this as an inevitable evolution that forward-thinking marketers should embrace rather than resist.<\/p>\n<p>Both organizations are looking at similar data patterns but constructing entirely different narratives.<\/p>\n<ul class=\"wp-block-list\">\n<li>Ahrefs emphasizes the 34% click reduction.<\/li>\n<li>Semrush emphasizes the 4.4 times value increase.<\/li>\n<\/ul>\n<p>Neither is lying, but they\u2019re telling very different stories.<\/p>\n<h2 id=\"the-citation-thing-revolutionary-or-incremental\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_citation_thing_Revolutionary_or_incremental\"><\/span>The citation thing: Revolutionary or incremental?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>All three major research studies identify a shift from ranking to citation, being mentioned in AI-generated answers matters as much or more than traditional position.\u00a0<\/p>\n<p>But here too, interpretations diverge.<\/p>\n<ul class=\"wp-block-list\">\n<li>Ahrefs\u2019 data showing that 76% of AI Overview citations come from Google\u2019s top 10 organic results suggests this is largely an incremental evolution. If you\u2019re already ranking well through traditional SEO, you\u2019re likely to be cited more frequently. The existing system remains mostly intact.<\/li>\n<li>Yet Semrush notes that AI search tools frequently cite lower-ranking pages, suggesting a more revolutionary break from traditional ranking hierarchy.\u00a0<\/li>\n<li>Seer Interactive\u2019s finding that branded versus non-branded searches experience different impacts adds another layer. The citation economy may work fundamentally differently depending on query type.<\/li>\n<\/ul>\n<p>So is the citation phenomenon a minor adjustment to existing SEO practices or a wholesale transformation?\u00a0<\/p>\n<p>Once again, there\u2019s a study to support whichever narrative you prefer.<\/p>\n<h2 id=\"the-hidden-variable-what-each-researcher-wants-to-be-true\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_hidden_variable_What_each_researcher_wants_to_be_true\"><\/span>The hidden variable: What each researcher wants to be true<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>It\u2019s worth noting that each organization conducting this research has business interests that may influence the framing, if not the methodology.<\/p>\n<p>Ahrefs sells SEO tools primarily focused on traditional search optimization.\u00a0<\/p>\n<p>A narrative emphasizing disruption and complexity reinforces the need for sophisticated tools and expertise.\u00a0<\/p>\n<p>Their research, highlighting click losses and the challenge of adapting to AI search, serves their business model.<\/p>\n<p>Semrush offers a comprehensive digital marketing platform, featuring AI-powered tools.\u00a0<\/p>\n<p>A narrative emphasizing opportunity and evolution rather than crisis positions them as forward-thinking guides to the future. Their optimistic framing of AI visitor quality serves their strategic positioning.<\/p>\n<p>Seer Interactive, as an agency, benefits from complexity that requires expert guidance.\u00a0<\/p>\n<p>Their nuanced findings about branded versus non-branded impact \u2013 and variation across client types \u2013 reinforce the value of customized strategic consulting over one-size-fits-all approaches.<\/p>\n<p>This doesn\u2019t mean any organization is manipulating data, but it does mean that how data is framed, which findings are emphasized, and which storylines are constructed all reflect underlying business incentives.\u00a0<\/p>\n<p>Researchers naturally gravitate toward interpretations that align with their worldview and business model.<\/p>\n<h2 id=\"the-segmentspecific-reality\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_segment-specific_reality\"><\/span>The segment-specific reality<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>The most honest conclusion from examining all this contradictory research is that the impact of AI search is radically segment-specific.\u00a0<\/p>\n<p>The right answer to \u201chow does AI search affect traffic and conversions\u201d is \u201cit depends.\u201d<\/p>\n<p>It depends on:<\/p>\n<ul class=\"wp-block-list\">\n<li>Your industry.\u00a0<\/li>\n<li>Your business model.\u00a0<\/li>\n<li>Whether your traffic is branded or non-branded.\u00a0<\/li>\n<li>Where your customers are in their buying journey.<\/li>\n<li>Your content type.\u00a0<\/li>\n<li>Your specific audience demographics and behavior patterns.<\/li>\n<\/ul>\n<p>An ecommerce site selling commodity products through informational content may genuinely experience the nightmare scenario Ahrefs describes: a 34% click reduction with no compensating quality increase.\u00a0<\/p>\n<p>A B2B software company with strong brand recognition might experience the opportunity Semrush describes: fewer but higher-quality visitors.\u00a0<\/p>\n<p>A local service business might barely notice AI search impact at all if its customers primarily use branded searches.<\/p>\n<p>Laja\u2019s experience with Wynter, that LLMs send lazy, unqualified traffic, may be completely accurate for his business, converting B2B prospects through detailed case studies.\u00a0<\/p>\n<p>That doesn\u2019t invalidate Ahrefs\u2019 finding that their own AI traffic converts well, because they\u2019re in different segments serving different audiences with different content.<\/p>\n<h2 id=\"the-methodological-illusion-of-certainty\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_methodological_illusion_of_certainty\"><\/span>The methodological illusion of certainty<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Large sample sizes create an illusion of certainty that may be unwarranted.<\/p>\n<p>The Kaise and Schulze study, which examined more than 900 ecommerce websites, sounds comprehensive and definitive.\u00a0<\/p>\n<p>But 900 ecommerce websites, while numerous, still represent a specific segment with shared characteristics.<\/p>\n<p>The findings may be perfectly accurate for ecommerce while being completely wrong for B2B services, publishing, or local businesses.<\/p>\n<p>Similarly, Ahrefs\u2019 analysis of 300,000 keywords and Semrush\u2019s examination of 10 million keywords provide impressive scale, but do not eliminate the possibility of systematic biases in:\u00a0<\/p>\n<ul class=\"wp-block-list\">\n<li>How keywords were studied.<\/li>\n<li>How effects were measured.<\/li>\n<li>What confounding variables went uncontrolled.<\/li>\n<\/ul>\n<p>The confidence with which these studies are presented, with specific percentages and definitive conclusions, may exceed what the data actually support.\u00a0<\/p>\n<p>A more honest framing would acknowledge the uncertainty and variability, but that doesn\u2019t make for compelling marketing or industry thought leadership.<\/p>\n<h2 id=\"what-this-means-for-seos-and-marketers\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_this_means_for_SEOs_and_marketers\"><\/span>What this means for SEOs and marketers<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>For SEO professionals, marketers, and website owners trying to understand what is happening, the contradictory research presents a challenge.\u00a0<\/p>\n<p>You can\u2019t simply trust \u201cthe data\u201d because the data tells different stories depending on who\u2019s analyzing it and what they\u2019re measuring.<\/p>\n<p>The practical implication is that you must conduct your own analysis for your specific situation rather than relying on industry studies to tell you what\u2019s happening.\u00a0<\/p>\n<p>Track your traffic sources meticulously. Measure conversion rates by channel. Monitor both volume and quality metrics.\u00a0<\/p>\n<p>Look specifically at how AI search traffic behaves for your business, rather than relying on an aggregated industry average.<\/p>\n<p>The studies provide hypotheses to test, not conclusions to accept.\u00a0<\/p>\n<p>The answer will be specific to your segment, and the only way to know is through rigorous measurement of your own data.<\/p>\n<h2 id=\"the-narrative-selection-problem\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_narrative_selection_problem\"><\/span>The narrative selection problem<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>As more AI search studies emerge, a noticeable pattern has become apparent: the same phenomenon can be interpreted in vastly different ways.<\/p>\n<p>Depending on how the data is sliced \u2013 the segment studied, the time period analyzed, or the metrics emphasized \u2013 research can support a wide range of conclusions about traffic, quality, and overall impact.<\/p>\n<p>Each interpretation can appear data-driven and rigorous, yet the strategic takeaways often conflict.<\/p>\n<p>This creates an environment where confirmation bias can easily surface.<\/p>\n<p>Teams may naturally favor studies that align with their existing assumptions or strategic goals, while giving less weight to research that points in a different direction.<\/p>\n<p>The result is an industry conversation where many believe they are \u201cfollowing the data,\u201d but the available data supports multiple narratives \u2013 and the one selected often reflects priorities and context rather than a single objective truth.<\/p>\n<h2 id=\"the-truth-about-uncertainty\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_truth_about_uncertainty\"><\/span>The truth about uncertainty<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>The SEO and digital marketing industries are built on the promise of data-driven decision-making.\u00a0<\/p>\n<p>We measure, test, optimize, and prove ROI.\u00a0<\/p>\n<p>The existence of massive, well-conducted studies reaching contradictory conclusions threatens this entire framework.<\/p>\n<p>It reveals that even with large datasets and sophisticated analysis, understanding complex, multivariate phenomena like AI search impact may be beyond our current capabilities.\u00a0<\/p>\n<p>The systems are too complex, the variables too numerous, the segments too distinct, and the landscape too rapidly evolving for any single study to capture definitive truth.<\/p>\n<p>This doesn\u2019t mean research is useless, far from it.\u00a0<\/p>\n<p>The studies from Ahrefs, Semrush, Seer Interactive, and others provide valuable data points and frameworks for thinking about AI search impact.\u00a0<\/p>\n<p>But they cannot provide the certainty and universal answers that marketers need and look for.<\/p>\n<h2 id=\"moving-forward-without-consensus\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Moving_forward_without_consensus\"><\/span>Moving forward without consensus<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>The path forward calls for a healthy level of methodological skepticism.<\/p>\n<p>When a study concludes that AI search reduces clicks, improves conversion, or shows little measurable impact, the most useful response is simply:<\/p>\n<ul class=\"wp-block-list\">\n<li>\u201cInteresting research. I wonder what factors shaped this result and whether it applies to my situation.\u201d<\/li>\n<\/ul>\n<p>Instead of seeking the one true study that reveals the definitive impact of AI search, practitioners should:<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Acknowledge segment specificity:<\/strong> Your experience will vary based on industry, business model, content type, audience, and numerous other variables. Generic conclusions have limited value.<\/li>\n<li><strong>Conduct rigorous self-measurement:<\/strong> Track AI search traffic sources, measure conversion by channel, monitor both volume and quality metrics, and let your specific data guide your strategy.<\/li>\n<li><strong>Test multiple hypotheses:<\/strong> Rather than assuming Ahrefs or Semrush is right, test both possibilities. Optimize for AI citations while monitoring if traffic quality improves enough to offset volume declines. The answer may be different for different content types within your own site.<\/li>\n<li><strong>Question narratives:<\/strong> When research perfectly aligns with the business interests of the organization conducting it, apply healthy skepticism. This doesn\u2019t mean the data is wrong, but framing and emphasis matter enormously.<\/li>\n<\/ul>\n<h2 id=\"be-comfortable-with-ambiguity\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Be_comfortable_with_ambiguity\"><\/span>Be comfortable with ambiguity<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>The truth is uncomfortable: even with multiple large-scale studies from credible, industry-leading companies, we still don\u2019t have clear answers about AI search\u2019s impact.\u00a0<\/p>\n<p>We have data points, hypotheses, segment-specific findings, and business-driven narratives \u2013 not definitive conclusions.<\/p>\n<p>The study that \u201csettles it\u201d doesn\u2019t exist because the problem is too complex and too variable.\u00a0<\/p>\n<p>Researchers can find evidence for almost any claim, depending on what they measure and how they frame it.<\/p>\n<p>That doesn\u2019t mean research is useless or that all findings carry the same weight.\u00a0<\/p>\n<p>It means context matters, variation across segments is normal, and intellectual humility beats false certainty built on selectively chosen studies.<\/p>\n<p>No matter the storyline \u2013 crisis or opportunity, disruption or evolution \u2013 you can always find a study to back it.<\/p>\n<p>The wiser path is to hold conclusions lightly, run your own tests, and stay adaptable as the industry keeps shifting.<\/p>\n<\/div>\n<blockquote><p><strong><span style=\"color: #ff6600;\">If you liked the article, do not forget to share it with your friends. Follow us on\u00a0<span style=\"color: #ff0000;\"><a style=\"color: #ff0000;\" href=\"https:\/\/news.google.com\/publications\/CAAqBwgKMN63nwsw68G3Aw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Google News<\/a><\/span>\u00a0too, click on the star and choose us from your favorites.<\/span><\/strong><\/p><\/blockquote>\n<blockquote>\n<p style=\"text-align: center;\"><strong>If you want to read more like this article, you can visit our <span style=\"color: #ff9900;\"><a style=\"color: #ff9900;\" href=\"https:\/\/buradabiliyorum.com\/en\/category\/technology\/\" target=\"_blank\" >Technology<\/a><\/span> category.<\/strong><\/p>\n<\/blockquote>\n<p><span style=\"color: black;\"><a style=\"color: #ff9900;\" href=\"https:\/\/searchengineland.com\/why-every-ai-search-study-tells-a-different-story-465511\" target=\"_blank\" >Source<\/a><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Industry studies offer conflicting takes on AI search. See why the data diverges and how to evaluate the impact on your site and segment. Major SEO platforms, such as Ahrefs and Semrush, along with agencies like Seer Interactive and other leading companies, have released substantial studies that appear to offer definitive answers.\u00a0 But a closer&#8230;<\/p>\n","protected":false},"author":1,"featured_media":701739,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/12\/Why-every-AI-search-study-tells-a-different-story.png","fifu_image_alt":"","footnotes":""},"categories":[18],"tags":[],"class_list":["post-701738","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology"],"_links":{"self":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/701738","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/comments?post=701738"}],"version-history":[{"count":0,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/701738\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media\/701739"}],"wp:attachment":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media?parent=701738"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/categories?post=701738"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/tags?post=701738"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}