{"id":1368,"date":"2026-07-09T08:01:18","date_gmt":"2026-07-09T08:01:18","guid":{"rendered":"https:\/\/frankmasotti.com\/?p=1368"},"modified":"2026-07-09T08:01:18","modified_gmt":"2026-07-09T08:01:18","slug":"all-ai-models-know-the-same-things-they-dont","status":"publish","type":"post","link":"https:\/\/frankmasotti.com\/insights\/all-ai-models-know-the-same-things-they-dont\/","title":{"rendered":"All AI Models Know the Same Things. They Don\u2019t."},"content":{"rendered":"<!--themify_builder_content-->\n<div id=\"themify_builder_content-1368\" data-postid=\"1368\" class=\"themify_builder_content themify_builder_content-1368 themify_builder tf_clear\">\n                    <div  data-lazy=\"1\" class=\"module_row themify_builder_row tb_ymog666 tb_first tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_1 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col-full tb_43a2666 first\">\n                    <!-- Breadcrumbs module -->\n<div  class=\"module module-breadcrumbs tb_lp8h162 \" data-lazy=\"1\">\n\t<nav role=\"navigation\" aria-label=\"Breadcrumbs\" class=\"tbp_breadcrumb_trail\"><ul class=\"tbp_trail_items\" itemscope itemtype=\"http:\/\/schema.org\/BreadcrumbList\"><meta name=\"numberOfItems\" content=\"1\" \/><meta name=\"itemListOrder\" content=\"Ascending\" \/><li itemprop=\"itemListElement\" itemscope itemtype=\"https:\/\/schema.org\/ListItem\" class=\"tbp_trail_item tbp_trail_end\"><a itemprop=\"item\" href=\"https:\/\/frankmasotti.com\/insights\/\" rel=\"home\"><span itemprop=\"name\">Home<\/span><\/a><meta itemprop=\"position\" content=\"1\" \/><\/li><\/ul><\/nav><\/div><!-- \/Breadcrumbs module -->\n        <\/div>\n                        <\/div>\n        <\/div>\n                        <div  data-lazy=\"1\" class=\"module_row themify_builder_row tb_1op2193 tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_1 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col-full tb_jezc193 first\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_fc4a353   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <p class=\"isSelectedEnd\">Many business owners assume ChatGPT, Gemini, and Claude know roughly the same things about their company.<\/p><p class=\"isSelectedEnd\">They don\u2019t.<\/p><p class=\"isSelectedEnd\">It is easy to understand why people believe they do.<\/p><p class=\"isSelectedEnd\">All three are artificial intelligence platforms. All three can answer questions about businesses. All three appear to have access to an enormous amount of information.<\/p><p class=\"isSelectedEnd\">But they do not share one universal understanding of every business.<\/p><p class=\"isSelectedEnd\">Ask each model the same question about your company and you may receive three very different answers.<\/p><p class=\"isSelectedEnd\">One model may understand your primary service clearly.<\/p><p class=\"isSelectedEnd\">Another may focus on a smaller part of your business.<\/p><p class=\"isSelectedEnd\">The third may describe your company so broadly that the qualities separating you from your competitors barely appear.<\/p><p class=\"isSelectedEnd\">The business has not changed.<\/p><p class=\"isSelectedEnd\">The question has not changed.<\/p><p class=\"isSelectedEnd\">The AI model has changed.<\/p><p class=\"isSelectedEnd\">This is another reason the belief that <a href=\"https:\/\/frankmasotti.com\/if-google-knows-my-business-ai-does-too-not-necessarily\/\">if Google knows your business, AI does too<\/a> can be misleading.<\/p><p class=\"isSelectedEnd\">Google knowing your business does not mean every AI model understands it.<\/p><p class=\"isSelectedEnd\">And one AI model understanding your business does not mean the others understand it the same way.<\/p><h2>Each AI Model Forms Its Own Understanding<\/h2><p class=\"isSelectedEnd\">AI models do not all learn the same information in the same way.<\/p><p class=\"isSelectedEnd\">Each model has learned from different combinations of information. Each recognizes relationships differently. Each decides which details are important when forming an answer.<\/p><p class=\"isSelectedEnd\">That means information one model understands clearly may receive little attention from another.<\/p><p class=\"isSelectedEnd\">Even when ChatGPT, Gemini, and Claude all know a business exists, they may not agree about what the business does, what it specializes in, who it serves, or what makes it different.<\/p><p class=\"isSelectedEnd\">I see these differences regularly while analyzing businesses.<\/p><p class=\"isSelectedEnd\">ChatGPT may recognize a company as a specialist in a particular area while Gemini describes it as a general service provider.<\/p><p class=\"isSelectedEnd\">Claude may understand the company\u2019s history but overlook an important service it currently offers.<\/p><p class=\"isSelectedEnd\">One model may recognize the owner and connect that person directly to the business.<\/p><p class=\"isSelectedEnd\">Another may know the company but understand very little about the person behind it.<\/p><p class=\"isSelectedEnd\">These are not necessarily small differences in wording.<\/p><p class=\"isSelectedEnd\">They can be different interpretations of the same company.<\/p><h2>Agreement Tells You Something<\/h2><p class=\"isSelectedEnd\">When multiple AI models describe a business in similar ways, that consistency matters.<\/p><p class=\"isSelectedEnd\">If ChatGPT, Gemini, and Claude independently recognize the same primary services, specialties, locations, and areas of expertise, those ideas may be strongly associated with the business.<\/p><p class=\"isSelectedEnd\">That does not guarantee every answer will always be accurate.<\/p><p class=\"isSelectedEnd\">AI changes.<\/p><p class=\"isSelectedEnd\">Questions change.<\/p><p class=\"isSelectedEnd\">The wording and context of a question can affect the response.<\/p><p class=\"isSelectedEnd\">But consistent interpretations can help show which parts of a company\u2019s identity are clearly understood across multiple platforms.<\/p><p class=\"isSelectedEnd\">Disagreement can be just as informative.<\/p><h2>Disagreement Tells You Something Too<\/h2><p class=\"isSelectedEnd\">Imagine that you own a company specializing in complex commercial projects.<\/p><p class=\"isSelectedEnd\">ChatGPT recognizes that specialty.<\/p><p class=\"isSelectedEnd\">Gemini describes you as a general contractor.<\/p><p class=\"isSelectedEnd\">Claude focuses primarily on residential work.<\/p><p class=\"isSelectedEnd\">Those are not three versions of the same understanding.<\/p><p class=\"isSelectedEnd\">They are three different stories about the same company.<\/p><p class=\"isSelectedEnd\">A potential customer asking ChatGPT may receive an answer that accurately reflects your expertise.<\/p><p class=\"isSelectedEnd\">Someone asking Gemini may see a much broader description.<\/p><p class=\"isSelectedEnd\">Someone asking Claude may form an impression that does not reflect the business you operate today.<\/p><p class=\"isSelectedEnd\">The differences may reveal missing information, unclear relationships, outdated associations, or parts of the business that are understood unevenly.<\/p><p class=\"isSelectedEnd\">They may also reveal something positive.<\/p><p class=\"isSelectedEnd\">One model may recognize an important specialty that the others have not connected to the business yet.<\/p><p class=\"isSelectedEnd\">This is why understanding <a href=\"https:\/\/frankmasotti.com\/why-ai-models-disagree-about-the-same-business\/\">why AI models disagree about the same business<\/a> matters.<\/p><p class=\"isSelectedEnd\">The disagreement is not meaningless noise.<\/p><p class=\"isSelectedEnd\">The disagreement is part of the picture.<\/p><h2>One AI Answer Is Not The Full Picture<\/h2><p class=\"isSelectedEnd\">Asking one AI model about your business can be an interesting exercise.<\/p><p class=\"isSelectedEnd\">It is not a complete analysis.<\/p><p class=\"isSelectedEnd\">You are seeing one model\u2019s interpretation at one moment in time.<\/p><p class=\"isSelectedEnd\">That interpretation may be accurate.<\/p><p class=\"isSelectedEnd\">It may be incomplete.<\/p><p class=\"isSelectedEnd\">It may contain details the other models do not recognize.<\/p><p class=\"isSelectedEnd\">It may also leave out information the other models understand clearly.<\/p><p class=\"isSelectedEnd\">This is why the answer to <a href=\"https:\/\/frankmasotti.com\/why-cant-i-just-ask-chatgpt-myself\/\">\u201cWhy can\u2019t I just ask ChatGPT myself?\u201d<\/a> is not that you cannot.<\/p><p class=\"isSelectedEnd\">You absolutely can.<\/p><p class=\"isSelectedEnd\">But asking ChatGPT only tells you what ChatGPT says in response to the questions you thought to ask.<\/p><p class=\"isSelectedEnd\">It does not show you what Gemini believes.<\/p><p class=\"isSelectedEnd\">It does not show you what Claude believes.<\/p><p class=\"isSelectedEnd\">It does not show you where the three models agree, where they disagree, or what those differences may reveal about how your business is understood.<\/p><h2>This Is Why I Analyze Three AI Models<\/h2><p class=\"isSelectedEnd\">I created the <a href=\"https:\/\/frankmasotti.com\/\">AI Business Understanding Report<\/a> to help business owners see more than one answer from one platform.<\/p><p class=\"isSelectedEnd\">I personally analyze how ChatGPT, Gemini, and Claude currently understand the same business.<\/p><p class=\"isSelectedEnd\">I look at how each model describes the company.<\/p><p class=\"isSelectedEnd\">I compare where they agree.<\/p><p class=\"isSelectedEnd\">I document where they disagree.<\/p><p class=\"isSelectedEnd\">I examine what each model emphasizes, what it overlooks, and where misunderstandings or gaps appear.<\/p><p class=\"isSelectedEnd\">The goal is not to declare one AI model the winner.<\/p><p class=\"isSelectedEnd\">The goal is to understand the larger picture created by all three interpretations.<\/p><p class=\"isSelectedEnd\">That is <a href=\"https:\/\/frankmasotti.com\/why-three-ai-models\/\">why I use three AI models<\/a> instead of relying on one platform to represent how artificial intelligence understands a business.<\/p><p class=\"isSelectedEnd\">Your potential customers are not all using the same AI platform.<\/p><p class=\"isSelectedEnd\">Some use ChatGPT.<\/p><p class=\"isSelectedEnd\">Some use Gemini.<\/p><p class=\"isSelectedEnd\">Some use Claude.<\/p><p class=\"isSelectedEnd\">And the model they choose may affect what they learn about your company.<\/p><p class=\"isSelectedEnd\">Three AI models can look at the same business and tell three different stories.<\/p><p>The first step is finding out what stories they are telling about yours.<\/p>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module plain text -->\n<div  class=\"module module-plain-text tb_c9ka177 \" data-lazy=\"1\">\n        <div class=\"tb_text_wrap\">\n    <script type=\"application\/ld+json\">\n{\n  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They Don\u2019t. - Frank Masotti AI Business Understanding Report Insights","description":"Many business owners assume ChatGPT, Gemini, and Claude know roughly the same things about their company.","inLanguage":"en-US","isPartOf":{"@id":"https:\/\/frankmasotti.com\/insights\/#website"},"breadcrumb":{"@id":"https:\/\/frankmasotti.com\/insights\/all-ai-models-know-the-same-things-they-dont\/#breadcrumblist"},"author":{"@id":"https:\/\/frankmasotti.com\/insights\/author\/tfkt9gbesj3nwx2pcf5pf8nubpdtdny48jswy9zw3q3uw\/#author"},"creator":{"@id":"https:\/\/frankmasotti.com\/insights\/author\/tfkt9gbesj3nwx2pcf5pf8nubpdtdny48jswy9zw3q3uw\/#author"},"datePublished":"2026-07-09T08:01:18-07:00","dateModified":"2026-07-09T08:01:18-07:00"},{"@type":"WebSite","@id":"https:\/\/frankmasotti.com\/insights\/#website","url":"https:\/\/frankmasotti.com\/insights\/","name":"Frank Masotti AI Business Understanding Report Insights","inLanguage":"en-US","publisher":{"@id":"https:\/\/frankmasotti.com\/insights\/#organization"}}]},"og:locale":"en_US","og:site_name":"Frank Masotti AI Business Understanding Report Insights -","og:type":"article","og:title":"All AI Models Know the Same Things. They Don\u2019t. - Frank Masotti AI Business Understanding Report Insights","og:description":"Many business owners assume ChatGPT, Gemini, and Claude know roughly the same things about their company.","og:url":"https:\/\/frankmasotti.com\/insights\/all-ai-models-know-the-same-things-they-dont\/","article:published_time":"2026-07-09T08:01:18+00:00","article:modified_time":"2026-07-09T08:01:18+00:00","twitter:card":"summary_large_image","twitter:title":"All AI Models Know the Same Things. They Don\u2019t. - Frank Masotti AI Business Understanding Report Insights","twitter:description":"Many business owners assume ChatGPT, Gemini, and Claude know roughly the same things about their company."},"aioseo_meta_data":{"post_id":"1368","title":null,"description":null,"keywords":null,"keyphrases":null,"focus_keyword":null,"additional_keywords":null,"truseo_locale":null,"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_custom_url":null,"og_image_custom_fields":null,"og_image_url":null,"og_image_width":null,"og_image_height":null,"og_video":null,"og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":true,"twitter_card":"default","twitter_image_type":"default","twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_image_url":null,"twitter_title":null,"twitter_description":null,"schema_type":"default","schema_type_options":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"","isEnabled":true},"graphs":[]},"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":null,"robots_max_videopreview":null,"robots_max_imagepreview":"large","priority":null,"frequency":null,"local_seo":null,"limit_modified_date":false,"ai":null,"breadcrumb_settings":null,"seo_analyzer_scan_date":null,"created":"2026-08-06 21:11:42","updated":"2026-08-06 21:11:42"},"aioseo_breadcrumb":"<div class=\"aioseo-breadcrumbs\"><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/frankmasotti.com\/insights\" title=\"Home\">Home<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/frankmasotti.com\/insights\/category\/frank-masottis-insights\/\" title=\"Frank Masottis Insights\">Frank Masottis Insights<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\tAll AI Models Know the Same Things. They Don\u2019t.\n\t\t<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Home","link":"https:\/\/frankmasotti.com\/insights"},{"label":"Frank Masottis Insights","link":"https:\/\/frankmasotti.com\/insights\/category\/frank-masottis-insights\/"},{"label":"All AI Models Know the Same Things. They Don\u2019t.","link":"https:\/\/frankmasotti.com\/insights\/all-ai-models-know-the-same-things-they-dont\/"}],"builder_content":"<p>Many business owners assume ChatGPT, Gemini, and Claude know roughly the same things about their company.<\/p><p>They don\u2019t.<\/p><p>It is easy to understand why people believe they do.<\/p><p>All three are artificial intelligence platforms. All three can answer questions about businesses. All three appear to have access to an enormous amount of information.<\/p><p>But they do not share one universal understanding of every business.<\/p><p>Ask each model the same question about your company and you may receive three very different answers.<\/p><p>One model may understand your primary service clearly.<\/p><p>Another may focus on a smaller part of your business.<\/p><p>The third may describe your company so broadly that the qualities separating you from your competitors barely appear.<\/p><p>The business has not changed.<\/p><p>The question has not changed.<\/p><p>The AI model has changed.<\/p><p>This is another reason the belief that <a href=\"https:\/\/frankmasotti.com\/if-google-knows-my-business-ai-does-too-not-necessarily\/\">if Google knows your business, AI does too<\/a> can be misleading.<\/p><p>Google knowing your business does not mean every AI model understands it.<\/p><p>And one AI model understanding your business does not mean the others understand it the same way.<\/p><h2>Each AI Model Forms Its Own Understanding<\/h2><p>AI models do not all learn the same information in the same way.<\/p><p>Each model has learned from different combinations of information. Each recognizes relationships differently. Each decides which details are important when forming an answer.<\/p><p>That means information one model understands clearly may receive little attention from another.<\/p><p>Even when ChatGPT, Gemini, and Claude all know a business exists, they may not agree about what the business does, what it specializes in, who it serves, or what makes it different.<\/p><p>I see these differences regularly while analyzing businesses.<\/p><p>ChatGPT may recognize a company as a specialist in a particular area while Gemini describes it as a general service provider.<\/p><p>Claude may understand the company\u2019s history but overlook an important service it currently offers.<\/p><p>One model may recognize the owner and connect that person directly to the business.<\/p><p>Another may know the company but understand very little about the person behind it.<\/p><p>These are not necessarily small differences in wording.<\/p><p>They can be different interpretations of the same company.<\/p><h2>Agreement Tells You Something<\/h2><p>When multiple AI models describe a business in similar ways, that consistency matters.<\/p><p>If ChatGPT, Gemini, and Claude independently recognize the same primary services, specialties, locations, and areas of expertise, those ideas may be strongly associated with the business.<\/p><p>That does not guarantee every answer will always be accurate.<\/p><p>AI changes.<\/p><p>Questions change.<\/p><p>The wording and context of a question can affect the response.<\/p><p>But consistent interpretations can help show which parts of a company\u2019s identity are clearly understood across multiple platforms.<\/p><p>Disagreement can be just as informative.<\/p><h2>Disagreement Tells You Something Too<\/h2><p>Imagine that you own a company specializing in complex commercial projects.<\/p><p>ChatGPT recognizes that specialty.<\/p><p>Gemini describes you as a general contractor.<\/p><p>Claude focuses primarily on residential work.<\/p><p>Those are not three versions of the same understanding.<\/p><p>They are three different stories about the same company.<\/p><p>A potential customer asking ChatGPT may receive an answer that accurately reflects your expertise.<\/p><p>Someone asking Gemini may see a much broader description.<\/p><p>Someone asking Claude may form an impression that does not reflect the business you operate today.<\/p><p>The differences may reveal missing information, unclear relationships, outdated associations, or parts of the business that are understood unevenly.<\/p><p>They may also reveal something positive.<\/p><p>One model may recognize an important specialty that the others have not connected to the business yet.<\/p><p>This is why understanding <a href=\"https:\/\/frankmasotti.com\/why-ai-models-disagree-about-the-same-business\/\">why AI models disagree about the same business<\/a> matters.<\/p><p>The disagreement is not meaningless noise.<\/p><p>The disagreement is part of the picture.<\/p><h2>One AI Answer Is Not The Full Picture<\/h2><p>Asking one AI model about your business can be an interesting exercise.<\/p><p>It is not a complete analysis.<\/p><p>You are seeing one model\u2019s interpretation at one moment in time.<\/p><p>That interpretation may be accurate.<\/p><p>It may be incomplete.<\/p><p>It may contain details the other models do not recognize.<\/p><p>It may also leave out information the other models understand clearly.<\/p><p>This is why the answer to <a href=\"https:\/\/frankmasotti.com\/why-cant-i-just-ask-chatgpt-myself\/\">\u201cWhy can\u2019t I just ask ChatGPT myself?\u201d<\/a> is not that you cannot.<\/p><p>You absolutely can.<\/p><p>But asking ChatGPT only tells you what ChatGPT says in response to the questions you thought to ask.<\/p><p>It does not show you what Gemini believes.<\/p><p>It does not show you what Claude believes.<\/p><p>It does not show you where the three models agree, where they disagree, or what those differences may reveal about how your business is understood.<\/p><h2>This Is Why I Analyze Three AI Models<\/h2><p>I created the <a href=\"https:\/\/frankmasotti.com\/\">AI Business Understanding Report<\/a> to help business owners see more than one answer from one platform.<\/p><p>I personally analyze how ChatGPT, Gemini, and Claude currently understand the same business.<\/p><p>I look at how each model describes the company.<\/p><p>I compare where they agree.<\/p><p>I document where they disagree.<\/p><p>I examine what each model emphasizes, what it overlooks, and where misunderstandings or gaps appear.<\/p><p>The goal is not to declare one AI model the winner.<\/p><p>The goal is to understand the larger picture created by all three interpretations.<\/p><p>That is <a href=\"https:\/\/frankmasotti.com\/why-three-ai-models\/\">why I use three AI models<\/a> instead of relying on one platform to represent how artificial intelligence understands a business.<\/p><p>Your potential customers are not all using the same AI platform.<\/p><p>Some use ChatGPT.<\/p><p>Some use Gemini.<\/p><p>Some use Claude.<\/p><p>And the model they choose may affect what they learn about your company.<\/p><p>Three AI models can look at the same business and tell three different stories.<\/p><p>The first step is finding out what stories they are telling about yours.<\/p>\n","_links":{"self":[{"href":"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/posts\/1368","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/comments?post=1368"}],"version-history":[{"count":0,"href":"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/posts\/1368\/revisions"}],"wp:attachment":[{"href":"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/media?parent=1368"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/categories?post=1368"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/tags?post=1368"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}