{"id":700764,"date":"2025-11-24T17:55:10","date_gmt":"2025-11-24T14:55:10","guid":{"rendered":"https:\/\/buradabiliyorum.com\/en\/3-geo-experiments-you-should-try-this-year\/"},"modified":"2025-11-24T17:55:10","modified_gmt":"2025-11-24T14:55:10","slug":"3-geo-experiments-you-should-try-this-year","status":"publish","type":"post","link":"https:\/\/buradabiliyorum.com\/en\/3-geo-experiments-you-should-try-this-year\/","title":{"rendered":"3 GEO experiments you should try this year"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_87 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-6a9f8b994a60b\" 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-6a9f8b994a60b\" 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\/3-geo-experiments-you-should-try-this-year\/#Most_AI-generated_brand_descriptions_are_still_wrong_See_how_small_reversible_tests_can_reveal_what_LLMs_understand_about_your_content\" >Most AI-generated brand descriptions are still wrong. See how small, reversible tests can reveal what LLMs understand about your content.<\/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\/3-geo-experiments-you-should-try-this-year\/#What_todays_AI_errors_reveal_about_brand_visibility\" >What today\u2019s AI errors reveal about brand visibility<\/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\/3-geo-experiments-you-should-try-this-year\/#Experiment_1_Build_an_LLM-ready_topic_cluster\" >Experiment 1: Build an LLM-ready topic cluster<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/buradabiliyorum.com\/en\/3-geo-experiments-you-should-try-this-year\/#Pick_a_cluster_with_business_value\" >Pick a cluster with business value<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/buradabiliyorum.com\/en\/3-geo-experiments-you-should-try-this-year\/#Build_or_rebuild_the_cluster_for_machine_readability\" >Build (or rebuild) the cluster for machine readability<\/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\/3-geo-experiments-you-should-try-this-year\/#Measure_the_right_things\" >Measure the right things<\/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\/3-geo-experiments-you-should-try-this-year\/#Compare_against_a_control\" >Compare against a control<\/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\/3-geo-experiments-you-should-try-this-year\/#Why_this_works_beyond_just_AI\" >Why this works (beyond just AI)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/buradabiliyorum.com\/en\/3-geo-experiments-you-should-try-this-year\/#Experiment_2_Run_a_brand_entity_and_sentiment_sprint\" >Experiment 2: Run a brand entity and sentiment sprint<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/buradabiliyorum.com\/en\/3-geo-experiments-you-should-try-this-year\/#Audit_what_AI_already_thinks_about_you\" >Audit what AI already thinks about you<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/buradabiliyorum.com\/en\/3-geo-experiments-you-should-try-this-year\/#Clean_up_entity_signals_everywhere\" >Clean up entity signals everywhere<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/buradabiliyorum.com\/en\/3-geo-experiments-you-should-try-this-year\/#On-site_cleanup\" >On-site cleanup<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/buradabiliyorum.com\/en\/3-geo-experiments-you-should-try-this-year\/#Off-site_consistency\" >Off-site consistency<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/buradabiliyorum.com\/en\/3-geo-experiments-you-should-try-this-year\/#Community_and_social_presence\" >Community and social presence<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/buradabiliyorum.com\/en\/3-geo-experiments-you-should-try-this-year\/#Retest_and_compare\" >Retest and compare<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/buradabiliyorum.com\/en\/3-geo-experiments-you-should-try-this-year\/#Identify_what_moved_the_needle\" >Identify what moved the needle<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/buradabiliyorum.com\/en\/3-geo-experiments-you-should-try-this-year\/#The_fundamentals\" >The fundamentals<\/a><\/li><\/ul><\/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\/3-geo-experiments-you-should-try-this-year\/#Experiment_3_Test_summary_formats_for_machine_readability\" >Experiment 3: Test summary formats for machine readability<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/buradabiliyorum.com\/en\/3-geo-experiments-you-should-try-this-year\/#The_three_formats_to_test\" >The three formats to test<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/buradabiliyorum.com\/en\/3-geo-experiments-you-should-try-this-year\/#Where_to_test_them\" >Where to test them<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/buradabiliyorum.com\/en\/3-geo-experiments-you-should-try-this-year\/#What_to_measure\" >What to measure<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/buradabiliyorum.com\/en\/3-geo-experiments-you-should-try-this-year\/#What_success_looks_like\" >What success looks like<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/buradabiliyorum.com\/en\/3-geo-experiments-you-should-try-this-year\/#How_to_operate_GEO_testing_like_a_mini_program\" >How to operate GEO testing like a mini program<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/buradabiliyorum.com\/en\/3-geo-experiments-you-should-try-this-year\/#Weeks_1%E2%80%932_Baseline\" >Weeks 1\u20132: Baseline<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/buradabiliyorum.com\/en\/3-geo-experiments-you-should-try-this-year\/#Weeks_3%E2%80%936_Execute\" >Weeks 3\u20136: Execute<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/buradabiliyorum.com\/en\/3-geo-experiments-you-should-try-this-year\/#Weeks_7%E2%80%9312_Measure\" >Weeks 7\u201312: Measure<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/buradabiliyorum.com\/en\/3-geo-experiments-you-should-try-this-year\/#What_to_avoid_Lessons_from_testing\" >What to avoid: Lessons from testing<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/buradabiliyorum.com\/en\/3-geo-experiments-you-should-try-this-year\/#Dont_manipulate_content_specifically_for_AI_extraction\" >Don\u2019t manipulate content specifically for AI extraction<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-29\" href=\"https:\/\/buradabiliyorum.com\/en\/3-geo-experiments-you-should-try-this-year\/#Dont_test_multiple_changes_simultaneously\" >Don\u2019t test multiple changes simultaneously<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"https:\/\/buradabiliyorum.com\/en\/3-geo-experiments-you-should-try-this-year\/#Dont_assume_AI_systems_automatically_understand_your_brand\" >Don\u2019t assume AI systems automatically understand your brand<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-31\" href=\"https:\/\/buradabiliyorum.com\/en\/3-geo-experiments-you-should-try-this-year\/#Keep_investment_proportional_to_actual_impact\" >Keep investment proportional to actual impact<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-32\" href=\"https:\/\/buradabiliyorum.com\/en\/3-geo-experiments-you-should-try-this-year\/#What_these_GEO_tests_actually_buy_you\" >What these GEO tests actually buy you<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"subhead\" itemprop=\"alternativeHeadline\"><span class=\"ez-toc-section\" id=\"Most_AI-generated_brand_descriptions_are_still_wrong_See_how_small_reversible_tests_can_reveal_what_LLMs_understand_about_your_content\"><\/span>Most AI-generated brand descriptions are still wrong. See how small, reversible tests can reveal what LLMs understand about your content.<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><\/p>\n<div class=\"bialty-container\">\n<p>Last month, I asked ChatGPT, Perplexity, and Gemini the same question about three of my clients: \u201cWho is [Brand Name] and what do they do?\u201d<\/p>\n<p>Two out of three got it wrong. Wrong services. Outdated office locations. One even suggested a competitor as a better alternative.<\/p>\n<p>Here\u2019s what makes that more than a curious mistake.<\/p>\n<h2 id=\"what-todays-ai-errors-reveal-about-brand-visibility\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_todays_AI_errors_reveal_about_brand_visibility\"><\/span>What today\u2019s AI errors reveal about brand visibility<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>AI-sourced traffic jumped 527% year-over-year from early 2024 to early 2025.\u00a0<\/p>\n<p>While that growth is real, it\u2019s growing from a very small base. Most sites still see AI referrals representing less than 1% of total traffic.\u00a0<\/p>\n<p>But when half the AI-generated de<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\">script<\/a>ions of your brand are inaccurate, that\u2019s not just a future problem. That\u2019s shaping perceptions right now.<\/p>\n<p>The challenge isn\u2019t whether to optimize for AI systems \u2013 it\u2019s how to do so effectively.\u00a0<\/p>\n<p>It\u2019s figuring out what actually works versus what\u2019s just repackaged fundamentals being sold as something revolutionary.\u00a0<\/p>\n<p>And unlike traditional SEO, where we can forecast traffic and revenue with reasonable confidence, AI search doesn\u2019t work that way.\u00a0<\/p>\n<p>You can\u2019t sell certainty here. You can only sell controlled learning.<\/p>\n<p>Most effective GEO tactics turn out to be SEO fundamentals applied to a new visibility layer.\u00a0<\/p>\n<p>Structure, clarity, and consistent information have always mattered.\u00a0<\/p>\n<p>What\u2019s changed is that these principles now impact how AI systems summarize and cite your content, not just how users find and interact with it.<\/p>\n<p>The only way to separate truth from fiction is to run small, reversible experiments that produce decision-quality data.\u00a0<\/p>\n<p>The cost of not knowing what works is higher than the cost of finding out.<\/p>\n<p>Below are three GEO experiments you can run to understand how AI systems read, summarize, and reuse your content.\u00a0<\/p>\n<p>These are practical tests most teams can complete in 60\u201390 days, and each one produces clear insights about whether these tactics actually move the needle for your business.<\/p>\n<p>Think of these as controlled learning opportunities, not traffic promises.\u00a0<\/p>\n<h2 id=\"experiment-1-build-an-llmready-topic-cluster\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Experiment_1_Build_an_LLM-ready_topic_cluster\"><\/span>Experiment 1: Build an LLM-ready topic cluster<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Marketers have been building topic clusters for years. But GEO changes the rules.<\/p>\n<p>Generative systems don\u2019t read content the way humans do.\u00a0<\/p>\n<p>They chunk it, looking for clean entities, clear answers, consistent language, and predictable structure.\u00a0<\/p>\n<p>When your content is organized in this way across an entire cluster, it becomes easier for AI systems to understand and cite you as a preferred source.<\/p>\n<p>This first experiment tests exactly that.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-pick-a-cluster-with-business-value\"><span class=\"ez-toc-section\" id=\"Pick_a_cluster_with_business_value\"><\/span>Pick a cluster with business value<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Choose a topic where you already have strong content or where you desperately need to grow visibility.<\/p>\n<p>Use internal site search, Google Search Console queries, and customer support calls to find the natural-language questions your audience is already asking.\u00a0<\/p>\n<p>These are often similar queries or prompts potential customers use in LLM platforms.<\/p>\n<p><strong>Tip:<\/strong> If your support team hears the same question three times in a week, that\u2019s your signal.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-build-or-rebuild-the-cluster-for-machine-readability\"><span class=\"ez-toc-section\" id=\"Build_or_rebuild_the_cluster_for_machine_readability\"><\/span>Build (or rebuild) the cluster for machine readability<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Here\u2019s what I\u2019ve seen work across tests.<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Structure your pillar page around natural-language questions<\/strong>\n<ul class=\"wp-block-list\">\n<li>Your H2s should mirror the way real humans phrase queries:\n<ul class=\"wp-block-list\">\n<li>\u201cWhat is [topic]?\u201d<\/li>\n<li>\u201cHow much does [topic] cost?\u201d<\/li>\n<li>\u201cWhat\u2019s the best option for beginners?\u201d<\/li>\n<li>\u201cWhat should I avoid?\u201d<\/li>\n<\/ul>\n<\/li>\n<li>AI tools favor pages that answer questions in the way users actually ask them. Not the way we <strong>think<\/strong> they should ask them.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Lead with a summary-first design<\/strong>\n<ul class=\"wp-block-list\">\n<li>Make the first 100\u2013150 words a fast, clear overview.<\/li>\n<li>No slow intros. No storytelling wind-up. No \u201cIn today\u2019s fast-paced digital landscape\u2026\u201d fluff.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Use consistent Q&amp;A formatting<\/strong>\n<ul class=\"wp-block-list\">\n<li>Break down every page with predictable formatting:\n<ul class=\"wp-block-list\">\n<li><strong>Question<\/strong><\/li>\n<li><strong>Short answer<\/strong> (1-2 sentences)<\/li>\n<li><strong>Supporting detail<\/strong> (2-3 paragraphs)<\/li>\n<li><strong>Optional table or list<\/strong><\/li>\n<\/ul>\n<\/li>\n<li>This format is great for LLMs. It tells them exactly where to look and what to extract.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Don\u2019t skip schema and internal links<\/strong>\n<ul class=\"wp-block-list\">\n<li>Use FAQPage, HowTo, Product, Organization, LocalBusiness, whatever\u2019s relevant to your content.<\/li>\n<li>Use internal links to establish the cluster hierarchy so models don\u2019t have to guess which page answers which question. Make the relationship between the pillar and supporting pages clear.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\" id=\"h-measure-the-right-things\"><span class=\"ez-toc-section\" id=\"Measure_the_right_things\"><\/span>Measure the right things<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Here\u2019s what to track over the next 60 days:<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>AI Overview appearances<\/strong> for your target cluster queries (use incognito mode and check manually twice per week, or use tools like Semrush if you have access)<\/li>\n<li><strong>LLM citation patterns<\/strong>: Run the same queries through ChatGPT, Gemini, and Perplexity. Do they reference your site? How accurately?<\/li>\n<li><strong>Organic traffic and conversions<\/strong> within the cluster<\/li>\n<li><strong>Consistency of descriptions<\/strong>: Are LLMs describing your content the same way, or are they confused?<\/li>\n<\/ul>\n<p>Here\u2019s the key distinction.<\/p>\n<p>In traditional SEO, we focus on traffic and revenue metrics.\u00a0<\/p>\n<p>With GEO experiments, you\u2019re tracking leading indicators, signals that tell you whether AI systems understand and trust your content, even before those signals translate into measurable traffic.<\/p>\n<p>Think of it like this: Citation accuracy and entity recognition are the new \u201crankings.\u201d\u00a0<\/p>\n<p>They indicate whether you\u2019re positioned to benefit as AI search volume grows.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-compare-against-a-control\"><span class=\"ez-toc-section\" id=\"Compare_against_a_control\"><\/span>Compare against a control<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>This is critical: test this cluster against another one you didn\u2019t optimize.<\/p>\n<p>If the LLM-ready cluster shows more AI Overview inclusion, more accurate answers, and steadier organic performance, you\u2019ve found a lever worth scaling.<\/p>\n<p><strong>Example:<\/strong>\u00a0<\/p>\n<ul class=\"wp-block-list\">\n<li>I rebuilt a topic cluster for a dental practice around \u201cteeth whitening options.\u201d\u00a0<\/li>\n<li>Within 75 days, they appeared in AI Overviews for nine out of 13 target queries, up from two.\u00a0<\/li>\n<li>Traditional organic traffic held steady, but the brand\u2019s visibility in AI-generated answers increased.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\" id=\"h-why-this-works-beyond-just-ai\"><span class=\"ez-toc-section\" id=\"Why_this_works_beyond_just_AI\"><\/span>Why this works (beyond just AI)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Here\u2019s what makes this experiment particularly valuable: the same structural improvements that help AI systems understand your content also tend to improve traditional search performance.<\/p>\n<p>Clear headings, direct answers, and logical content organization help Google parse your content more effectively.\u00a0<\/p>\n<p>Users appreciate the clarity, too. Shorter time to finding answers typically correlates with better engagement metrics.<\/p>\n<p>So even if AI traffic remains a small percentage of your total traffic, you\u2019re building content that performs better across all channels.<\/p>\n<p>That\u2019s the kind of optimization worth investing in.<\/p>\n<p><strong><em>Dig deeper: Chunk, cite, clarify, build: A content framework for AI search<\/em><\/strong><\/p>\n<h2 id=\"experiment-2-run-a-brand-entity-and-sentiment-sprint\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Experiment_2_Run_a_brand_entity_and_sentiment_sprint\"><\/span>Experiment 2: Run a brand entity and sentiment sprint<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>AI is terrible at nuance. <\/p>\n<p>If your brand story isn\u2019t consistent across platforms, LLMs will sometimes make something up, or worse, they\u2019ll confidently tell users something completely wrong about you.<\/p>\n<p>Models pull brand information from:<\/p>\n<ul class=\"wp-block-list\">\n<li>Reviews (Google, Yelp, Trustpilot, niche directories).<\/li>\n<li>Business directories.<\/li>\n<li>Editorial content and <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/news\/\" data-internallinksmanager029f6b8e52c=\"2\" title=\"News\" target=\"_blank\" rel=\"noopener\">news<\/a> mentions.<\/li>\n<li><a href=\"https:\/\/buradabiliyorum.com\/en\/category\/social-mediaa\/\" data-internallinksmanager029f6b8e52c=\"1\" title=\"Social Media\" target=\"_blank\" rel=\"noopener\">Reddit<\/a> and industry forums.<\/li>\n<li>Social profiles.<\/li>\n<li>Schema markup.<\/li>\n<li>Knowledge graph sources (Wikidata, Crunchbase, etc.).<\/li>\n<\/ul>\n<p>They mix all of that into \u201cthe brand story\u201d they present to users. If that story is inconsistent, models fill in the gaps with outdated or incorrect information.<\/p>\n<p>That\u2019s where this experiment comes in.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-audit-what-ai-already-thinks-about-you\"><span class=\"ez-toc-section\" id=\"Audit_what_AI_already_thinks_about_you\"><\/span>Audit what AI already thinks about you<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Ask ChatGPT, Gemini, and Perplexity questions like:<\/p>\n<ul class=\"wp-block-list\">\n<li>\u201cWho is [Brand Name]?\u201d<\/li>\n<li>\u201cWhat does [Brand] offer?\u201d<\/li>\n<li>\u201cIs [Brand] good for [specific use case]?\u201d<\/li>\n<li>\u201cWhat are alternatives to [Brand]?\u201d<\/li>\n<\/ul>\n<p>Log everything:<\/p>\n<ul class=\"wp-block-list\">\n<li>Accuracy of the description.<\/li>\n<li>Sentiment (positive, neutral, negative).<\/li>\n<li>Sources referenced.<\/li>\n<li>Competitors mentioned.<\/li>\n<li>Any stale, incorrect, or misleading details.<\/li>\n<\/ul>\n<p>This becomes your \u201cbefore\u201d snapshot. Save screenshots. You\u2019ll need them.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-clean-up-entity-signals-everywhere\"><span class=\"ez-toc-section\" id=\"Clean_up_entity_signals_everywhere\"><\/span>Clean up entity signals everywhere<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>You want consistency across all major touchpoints.\u00a0<\/p>\n<p>Think of it this way: if your brand info is scattered, AI will Frankenstein together whatever it finds first.<\/p>\n<p>Here\u2019s where the biggest wins come from:<\/p>\n<h4 class=\"wp-block-heading\" id=\"h-on-site-cleanup\"><span class=\"ez-toc-section\" id=\"On-site_cleanup\"><\/span><strong>On-site cleanup<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul class=\"wp-block-list\">\n<li>Update your Home and About page with clear signals: what you do, where you operate, who you serve, recognizable brand names, and key differentiators.<\/li>\n<li>Implement <code>Organization<\/code> and <code>LocalBusiness<\/code> schema.<\/li>\n<li>Consolidate or redirect duplicate pages that confuse models.<\/li>\n<\/ul>\n<h4 class=\"wp-block-heading\" id=\"h-off-site-consistency\"><span class=\"ez-toc-section\" id=\"Off-site_consistency\"><\/span><strong>Off-site consistency<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul class=\"wp-block-list\">\n<li>Refresh business listings to ensure your name, descriptions, and categories match how you want the brand represented.<\/li>\n<li>Encourage detailed customer reviews. Details matter: models weigh specificity, not just star ratings.<\/li>\n<li>Strengthen editorial coverage on reputable, niche-relevant sites.<\/li>\n<\/ul>\n<h4 class=\"wp-block-heading\" id=\"h-community-and-social-presence\"><span class=\"ez-toc-section\" id=\"Community_and_social_presence\"><\/span><strong>Community and social presence<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul class=\"wp-block-list\">\n<li>Participate authentically in platforms like Reddit and industry forums.<\/li>\n<li>Many models pull from these sources when evaluating brand trust and sentiment.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\" id=\"h-retest-and-compare\"><span class=\"ez-toc-section\" id=\"Retest_and_compare\"><\/span>Retest and compare<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>After 60\u201390 days, ask the same baseline questions again. Look for changes in:<\/p>\n<ul class=\"wp-block-list\">\n<li>Description accuracy.<\/li>\n<li>Tone and sentiment.<\/li>\n<li>Placement in list-style answers.<\/li>\n<li>Mention frequency.<\/li>\n<li>Correct understanding of your services, product lines, or locations.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\" id=\"h-identify-what-moved-the-needle\"><span class=\"ez-toc-section\" id=\"Identify_what_moved_the_needle\"><\/span>Identify what moved the needle<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Sometimes, listing cleanup has the biggest impact.\u00a0<\/p>\n<p>Other times, review detail makes the difference, and in some cases, editorial placements on authoritative sites carry more weight.\u00a0<\/p>\n<p>This experiment helps you understand which signals matter most so you can build a playbook you can replicate across your brands or locations.<\/p>\n<p><strong>Example<\/strong><\/p>\n<ul class=\"wp-block-list\">\n<li>A regional HVAC company I worked with was consistently described as \u201cmainly serving residential customers\u201d by AI systems, even though 60% of their revenue came from commercial work.\u00a0<\/li>\n<li>After updating their Google Business Profile, homepage, and key directory listings with commercial-focused language and case studies, LLMs began accurately describing them as \u201cresidential and commercial\u201d within 70 days.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\" id=\"h-the-fundamentals\"><span class=\"ez-toc-section\" id=\"The_fundamentals\"><\/span>The fundamentals<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>If this experiment feels familiar, that\u2019s because it should.\u00a0<\/p>\n<p>Cleaning up business listings, encouraging detailed reviews, and maintaining consistent NAP (name, address, phone) information has been local SEO best practice for years.<\/p>\n<p>What\u2019s evolved is the impact: AI systems now aggregate this information to form \u201cbrand stories\u201d that show up when people ask questions about businesses in your category.\u00a0<\/p>\n<p>The tactics aren\u2019t new. The reach and influence of getting them right has expanded significantly.<\/p>\n<p>This is actually good news. It means you don\u2019t need to learn an entirely new discipline.\u00a0<\/p>\n<p>You need to apply what you already know, just with renewed attention to consistency and accuracy across all the touchpoints AI systems reference.<\/p>\n<p><strong><em>Dig deeper: Your brand in the age of generative search: How to show up and be cited <\/em><\/strong><\/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=\"experiment-3-test-summary-formats-for-machine-readability\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Experiment_3_Test_summary_formats_for_machine_readability\"><\/span>Experiment 3: Test summary formats for machine readability<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>The more generative systems accelerate, the more they depend on quick, easy-to-parse summaries.<\/p>\n<p>LLMs lean <strong>hard<\/strong> on the first 150 words of your content.\u00a0<\/p>\n<p>If that opening is unclear, fluffy, or buried in narrative, they\u2019ll either skip your page entirely or misinterpret what you\u2019re trying to say.<\/p>\n<p>This experiment helps you test which summary format increases your AI visibility and improves accuracy when AI systems cite you.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-the-three-formats-to-test\"><span class=\"ez-toc-section\" id=\"The_three_formats_to_test\"><\/span>The three formats to test<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>Short bullet summaries: <\/strong>These work well for:<\/p>\n<ul class=\"wp-block-list\">\n<li>Definitions.<\/li>\n<li>Processes.<\/li>\n<li>Pricing breakdowns.<\/li>\n<li>Pros and cons.<\/li>\n<li>Comparisons.<\/li>\n<\/ul>\n<p>Here\u2019s an example:<\/p>\n<p><strong>Quick summary:<\/strong><\/p>\n<ul class=\"wp-block-list\">\n<li>Cost range: $1,500\u2013$5,000<\/li>\n<li>Works best for: Small businesses with 10\u201350 employees<\/li>\n<li>Timeline: 2\u20134 weeks for full implementation<\/li>\n<li>Alternatives: In-house tools, freelance consultants<\/li>\n<\/ul>\n<p><strong>Tight paragraph summaries: <\/strong>A two-to-three sentence version of the above. Clear, simple, and focused.<\/p>\n<p><strong>Example:<\/strong><\/p>\n<ul class=\"wp-block-list\">\n<li>\u201c[Service] typically costs between $1,500 and $5,000 depending on business size and customization needs. Most small businesses with 10\u201350 employees see full implementation within 2\u20134 weeks. Common alternatives include in-house tools and freelance consultants, though these often require more ongoing management.\u201d<\/li>\n<\/ul>\n<p><strong>Narrative intros: <\/strong>The traditional SEO approach, the \u201clet me tell you a story\u201d opener.<\/p>\n<p>Generative systems often skip this style entirely, which is why it\u2019s worth testing whether removing narrative intros increases AI Overview inclusion.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-where-to-test-them\"><span class=\"ez-toc-section\" id=\"Where_to_test_them\"><\/span>Where to test them<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul class=\"wp-block-list\">\n<li>How-to guides<\/li>\n<li>\u201cBest of\u201d lists<\/li>\n<li>Service pages<\/li>\n<li>Pricing pages<\/li>\n<li>FAQ-rich content<\/li>\n<\/ul>\n<p>Anywhere clarity matters, and AI systems are likely to pull answers.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-what-to-measure\"><span class=\"ez-toc-section\" id=\"What_to_measure\"><\/span>What to measure<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Over 60 days, track:<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>AI Overview appearances<\/strong> for pages with each format<\/li>\n<li><strong>Paraphrasing accuracy<\/strong>: Are LLMs using your summary correctly, or are they mangling it?<\/li>\n<li><strong>User engagement patterns<\/strong>: Scroll depth, time on page, bounce rate<\/li>\n<li><strong>Conversions<\/strong>: Do users appreciate clarity as much as machines do?<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\" id=\"h-what-success-looks-like\"><span class=\"ez-toc-section\" id=\"What_success_looks_like\"><\/span>What success looks like<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>You\u2019ll discover which summary format gives you:<\/p>\n<ul class=\"wp-block-list\">\n<li>Higher inclusion in generative answers<\/li>\n<li>Better accuracy in how AI tools describe your content<\/li>\n<li>Stronger engagement from users who prefer clear takeaways<\/li>\n<\/ul>\n<p>Once you identify the winning format, scale it across your content library.<\/p>\n<p><strong>Example<\/strong><\/p>\n<ul class=\"wp-block-list\">\n<li>An ecommerce client tested bullet-style summaries against traditional narrative intros on 20 product category pages.\u00a0<\/li>\n<li>The bullet-format pages appeared in AI Overviews three times more often and had 22% higher click-through rates from organic search.\u00a0<\/li>\n<\/ul>\n<p>Turns out humans appreciate clarity too.<\/p>\n<p><strong><em>Dig deeper: Organizing content for AI search: A 3-level framework<\/em><\/strong><\/p>\n<h2 id=\"how-to-operate-geo-testing-like-a-mini-program\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How_to_operate_GEO_testing_like_a_mini_program\"><\/span>How to operate GEO testing like a mini program<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Most marketers find the 60\u201390 day model works best.\u00a0<\/p>\n<p>This timeframe keeps experiments small and reversible while still producing meaningful data.\u00a0<\/p>\n<p>Think of each experiment as a pilot project, a contained bet that delivers learning, not a major strategic shift requiring massive resources.<\/p>\n<p>Here\u2019s the rhythm I like to use.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-weeks-1-2-baseline\"><span class=\"ez-toc-section\" id=\"Weeks_1%E2%80%932_Baseline\"><\/span>Weeks 1\u20132: Baseline<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul class=\"wp-block-list\">\n<li>Document AI Overview presence for target queries.<\/li>\n<li>Log current LLM answers and entity accuracy.<\/li>\n<li>Note sentiment and competitor mentions.<\/li>\n<li>Record current organic metrics (traffic, conversions, engagement).<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\" id=\"h-weeks-3-6-execute\"><span class=\"ez-toc-section\" id=\"Weeks_3%E2%80%936_Execute\"><\/span>Weeks 3\u20136: Execute<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul class=\"wp-block-list\">\n<li>Rebuild the cluster with LLM-friendly structure.<\/li>\n<li>Clean up entity signals and business listings.<\/li>\n<li>Implement new summary formats.<\/li>\n<li>Update schema and internal linking.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\" id=\"h-weeks-7-12-measure\"><span class=\"ez-toc-section\" id=\"Weeks_7%E2%80%9312_Measure\"><\/span>Weeks 7\u201312: Measure<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul class=\"wp-block-list\">\n<li>Compare AI visibility before and after.<\/li>\n<li>Look for citation, mention, or inclusion changes.<\/li>\n<li>Evaluate user metrics to validate impact.<\/li>\n<li>Document what worked and what didn\u2019t.<\/li>\n<\/ul>\n<p>This model is easy to replicate and provides clarity instead of guesswork.\u00a0<\/p>\n<p>Each completed experiment either validates that a tactic works for your business (scale it) or shows it doesn\u2019t move the needle (stop investing time there).\u00a0<\/p>\n<h2 id=\"what-to-avoid-lessons-from-testing\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_to_avoid_Lessons_from_testing\"><\/span>What to avoid: Lessons from testing<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>After running these experiments with multiple clients, I\u2019ve seen a few patterns emerge around what doesn\u2019t work or what creates more problems than it solves.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-don-t-manipulate-content-specifically-for-ai-extraction\"><span class=\"ez-toc-section\" id=\"Dont_manipulate_content_specifically_for_AI_extraction\"><\/span>Don\u2019t manipulate content specifically for AI extraction<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Some marketers are experimenting with invisible text or content cloaking targeting AI bots.\u00a0<\/p>\n<p>Even if these tactics work short term, AI platforms are rapidly developing spam detection systems.\u00a0<\/p>\n<p>We\u2019ve seen this pattern before with traditional search engines. Early manipulation tactics work until they don\u2019t.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-don-t-test-multiple-changes-simultaneously\"><span class=\"ez-toc-section\" id=\"Dont_test_multiple_changes_simultaneously\"><\/span>Don\u2019t test multiple changes simultaneously<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>When you rebuild a topic cluster, update business listings, and change summary formats all at once, you won\u2019t know which change actually drove results.\u00a0<\/p>\n<p>Test one thing, measure it properly, then move to the next.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-don-t-assume-ai-systems-automatically-understand-your-brand\"><span class=\"ez-toc-section\" id=\"Dont_assume_AI_systems_automatically_understand_your_brand\"><\/span>Don\u2019t assume AI systems automatically understand your brand<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>They aggregate whatever information they find across the web.\u00a0<\/p>\n<p>Your job is ensuring the right information is consistently available and clearly presented across all the sources they reference.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-keep-investment-proportional-to-actual-impact\"><span class=\"ez-toc-section\" id=\"Keep_investment_proportional_to_actual_impact\"><\/span>Keep investment proportional to actual impact<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>AI search is growing, but for most businesses, it still represents a small fraction of total traffic.\u00a0<\/p>\n<p>Test these tactics, monitor the results, and invest based on what the data shows, not what the hype suggests.\u00a0<\/p>\n<p>If these experiments drive meaningful business results for your specific situation, scale them.\u00a0<\/p>\n<p>If they don\u2019t, you\u2019ve learned something valuable without over-investing in an emerging channel.<\/p>\n<h2 id=\"what-these-geo-tests-actually-buy-you\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_these_GEO_tests_actually_buy_you\"><\/span>What these GEO tests actually buy you<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>The best part about these GEO experiments is that they\u2019re designed as controlled learning opportunities, not traffic commitments.\u00a0<\/p>\n<p>Even if AI search stays minimal for your business, the improvements you make \u2013 clearer content structure, consistent brand information, better-formatted summaries \u2013 typically improve traditional search performance too.<\/p>\n<p>That\u2019s the beauty of focusing on fundamentals.\u00a0<\/p>\n<p>When you build content that\u2019s genuinely clear, well-structured, and helpful, it tends to perform well regardless of how search <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/technology\/\" data-internallinksmanager029f6b8e52c=\"4\" title=\"Technology\" target=\"_blank\" rel=\"noopener\">technology<\/a> evolves.<\/p>\n<p>What you\u2019re really buying with these experiments isn\u2019t guaranteed AI traffic.\u00a0<\/p>\n<p>You\u2019re buying answers to questions that matter for your business:<\/p>\n<ul class=\"wp-block-list\">\n<li>Do AI systems understand our brand correctly?<\/li>\n<li>Does structured content improve our visibility across multiple channels?<\/li>\n<li>Are there quick wins in entity cleanup that compound over time?<\/li>\n<li>Which summary formats resonate with both machines and humans?<\/li>\n<\/ul>\n<p>These three tests provide a starting point that\u2019s manageable for most teams while producing actionable insights you can use to make informed decisions.\u00a0<\/p>\n<p>They\u2019re small enough to be reversible, focused enough to measure clearly, and valuable enough that the learning compounds regardless of how quickly AI search adoption grows.<\/p>\n<p>The goal isn\u2019t to predict the future of AI search.\u00a0<\/p>\n<p>It\u2019s to position your brand to benefit from it as it grows while ensuring that if it doesn\u2019t grow as fast as predicted, you\u2019ve still made improvements that matter today.<\/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\/3-geo-experiments-you-should-try-this-year-464967\" target=\"_blank\" >Source<\/a><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Most AI-generated brand descriptions are still wrong. See how small, reversible tests can reveal what LLMs understand about your content. Last month, I asked ChatGPT, Perplexity, and Gemini the same question about three of my clients: \u201cWho is [Brand Name] and what do they do?\u201d Two out of three got it wrong. Wrong services. Outdated&#8230;<\/p>\n","protected":false},"author":1,"featured_media":700765,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/11\/3-GEO-experiments-you-should-try-this-year.png","fifu_image_alt":"","footnotes":""},"categories":[18],"tags":[],"class_list":["post-700764","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\/700764","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=700764"}],"version-history":[{"count":0,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/700764\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media\/700765"}],"wp:attachment":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media?parent=700764"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/categories?post=700764"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/tags?post=700764"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}