{"id":3341,"date":"2026-09-14T12:25:42","date_gmt":"2026-09-14T19:25:42","guid":{"rendered":"https:\/\/frankmasotti.com\/insights\/?page_id=3341"},"modified":"2026-09-24T19:22:17","modified_gmt":"2026-09-25T02:22:17","slug":"ai-search-engine-audit-by-frank-masotti","status":"publish","type":"page","link":"https:\/\/frankmasotti.com\/insights\/ai-search-engine-audit-by-frank-masotti\/","title":{"rendered":"AI Search Engine by Frank Masotti"},"content":{"rendered":"<!--themify_builder_content-->\n<div id=\"themify_builder_content-3341\" data-postid=\"3341\" class=\"themify_builder_content themify_builder_content-3341 themify_builder tf_clear\">\n                    <div  data-lazy=\"1\" class=\"module_row themify_builder_row tb_7tot203 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_cj51203 first\">\n                    <!-- module plain text -->\n<div  class=\"module module-plain-text tb_d93e501 \" data-lazy=\"1\">\n        <div class=\"tb_text_wrap\">\n    <script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@graph\": [\n    {\n      \"@type\": \"WebPage\",\n      \"@id\": \"https:\/\/frankmasotti.com\/insights\/ai-search-engine-audit-by-frank-masotti\/#webpage\",\n      \"url\": \"https:\/\/frankmasotti.com\/insights\/ai-search-engine-audit-by-frank-masotti\/\",\n      \"name\": \"AI Search Engine by Frank Masotti\",\n      \"description\": \"Learn how an AI search engine can understand, describe, compare, and recommend businesses, and how ChatGPT, Gemini, and Claude may form different interpretations of the same company.\",\n      \"isPartOf\": {\n        \"@id\": \"https:\/\/frankmasotti.com\/#website\"\n      },\n      \"about\": [\n        {\n          \"@type\": \"Thing\",\n          \"name\": \"AI Search Engine\"\n        },\n        {\n          \"@id\": \"https:\/\/frankmasotti.com\/insights\/ai-search-engine-audit-by-frank-masotti\/#service\"\n        }\n      ],\n      \"mainEntity\": {\n        \"@id\": \"https:\/\/frankmasotti.com\/insights\/ai-search-engine-audit-by-frank-masotti\/#service\"\n      },\n      \"primaryImageOfPage\": {\n        \"@type\": \"ImageObject\",\n        \"@id\": \"https:\/\/frankmasotti.com\/insights\/ai-search-engine-audit-by-frank-masotti\/#primaryimage\",\n        \"url\": \"https:\/\/frankmasotti.com\/insights\/wp-content\/uploads\/2026\/09\/AI-Search-Engine-Audit-by-Frank-Masotti.webp\",\n        \"contentUrl\": \"https:\/\/frankmasotti.com\/insights\/wp-content\/uploads\/2026\/09\/AI-Search-Engine-Audit-by-Frank-Masotti.webp\",\n        \"caption\": \"AI Search Engine by Frank Masotti\"\n      },\n      \"author\": {\n        \"@id\": \"https:\/\/frankmasotti.com\/#frank-masotti\"\n      }\n    },\n    {\n      \"@type\": \"Service\",\n      \"@id\": \"https:\/\/frankmasotti.com\/insights\/ai-search-engine-audit-by-frank-masotti\/#service\",\n      \"name\": \"Frank Masotti AI Business Understanding Report\",\n      \"alternateName\": \"AI Search Engine Audit\",\n      \"url\": \"https:\/\/frankmasotti.com\/order-now.html\",\n      \"description\": \"A manual analysis of what ChatGPT, Gemini, and Claude currently understand about a business. 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text -->\n<div  class=\"module module-text tb_kc5z133   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h1 class=\"PDq2pG_selectionAnchorContainer\" data-section-id=\"hrxyv7\" data-start=\"130\" data-end=\"154\">AI Search Engine by Frank Masotti<\/h1>    <\/div>\n<\/div>\n<!-- \/module text --><!-- Breadcrumbs module -->\n<div  class=\"module module-breadcrumbs tb_v6yo572 \" 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<!-- module image -->\n<div  class=\"module module-image tb_e5jb563 image-center rounded drop-shadow  tf_mw\" data-lazy=\"1\">\n        <div class=\"image-wrap tf_rel tf_mw\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/frankmasotti.com\/insights\/wp-content\/uploads\/2026\/09\/AI-Search-Engine-Audit-by-Frank-Masotti.webp\" class=\"wp-post-image wp-image-3342\" title=\"AI Search Engine Audit by Frank Masotti\" alt=\"AI Search Engine Audit by Frank Masotti\" srcset=\"https:\/\/frankmasotti.com\/insights\/wp-content\/uploads\/2026\/09\/AI-Search-Engine-Audit-by-Frank-Masotti.webp 640w, https:\/\/frankmasotti.com\/insights\/wp-content\/uploads\/2026\/09\/AI-Search-Engine-Audit-by-Frank-Masotti-300x169.webp 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/>    \n        <\/div>\n    <!-- \/image-wrap -->\n    \n        <\/div>\n<!-- \/module image --><!-- module text -->\n<div  class=\"module module-text tb_0frp52   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h2>AI Search Engine by Frank Masotti<\/h2>\n<p>An <strong>AI search engine<\/strong> changes what happens when someone searches for information about a business.<\/p>\n<p>Instead of entering a few keywords and choosing from a list of links, a potential customer can ask ChatGPT, Gemini, Claude, or another AI system a detailed question about a company, service, product, industry, or buying decision.<\/p>\n<p>They can ask what a business does, what it is known for, who it serves, how it compares with competitors, whether it provides a particular service, and whether it should be considered for a specific need.<\/p>\n<p>The AI system can then interpret the question and produce an answer based on what it currently understands and the information available to it.<\/p>\n<p>That creates an important question for any business:<\/p>\n<p><strong>What does an AI search engine actually understand about your company?<\/strong><\/p>\n<h2>How Does an AI Search Engine Understand a Business?<\/h2>\n<p>An AI search engine does not necessarily describe a business the same way the business describes itself.<\/p>\n<p>AI systems can form their own interpretation from websites, available web information, recognized entities, categories, attributes, products, services, locations, third party information, and other information available to the model.<\/p>\n<p>That interpretation can affect the answer produced when someone asks about the business.<\/p>\n<p>An AI system may understand the company clearly. It may understand some parts correctly while leaving out others. It may associate the business with attributes the company considers important, or completely miss them.<\/p>\n<p>Different AI systems can also form different interpretations of the same company.<\/p>\n<p>ChatGPT may recognize something Gemini does not. Gemini may associate a business with attributes Claude does not mention. Claude may describe a service or specialty differently from either of the other models.<\/p>\n<p>There is no reason to assume that one answer from one AI system represents how the business is understood everywhere.<\/p>\n<h2>What Can People Ask an AI Search Engine About Your Business?<\/h2>\n<p>AI search allows people to ask much more specific questions than simply searching for a company name.<\/p>\n<p>Someone may ask which businesses provide a particular service.<\/p>\n<p>They may ask which company appears appropriate for a particular situation.<\/p>\n<p>They may compare two or more businesses.<\/p>\n<p>They may ask about specialties, products, service areas, customer types, experience, reputation, price positioning, or other attributes that matter to their decision.<\/p>\n<p>They can also continue the conversation with follow up questions that narrow what they are looking for.<\/p>\n<p>For a business, that means AI search is not only about whether the company is mentioned. It is also about <strong>what the AI system understands well enough to say about it.<\/strong><\/p>\n<h2>AI Search Engine Audit<\/h2>\n<p>An <strong>AI Search Engine Audit<\/strong> examines that understanding.<\/p>\n<p>I manually evaluate how ChatGPT, Gemini, and Claude understand a business, how they describe it, what they associate with it, what they leave out, where they disagree, and whether they recognize the company in relevant recommendation situations.<\/p>\n<p>This is not an audit of whether a company uses artificial intelligence.<\/p>\n<p>It is not an automated website scan.<\/p>\n<p>It is not a traditional SEO audit.<\/p>\n<p>It is an examination of the business as major AI systems currently understand it.<\/p>\n<h2>What I Look For<\/h2>\n<p>When I evaluate how AI search engines understand a business, I look at areas including:<\/p>\n<ul>\n<li>How AI describes the business<\/li>\n<li>What category the business is associated with<\/li>\n<li>What products or services the models recognize<\/li>\n<li>Which attributes AI associates with the company<\/li>\n<li>What important information is missing<\/li>\n<li>Where ChatGPT, Gemini, and Claude disagree<\/li>\n<li>Whether important details are misunderstood<\/li>\n<li>How consistently the business is represented across models<\/li>\n<li>Whether the company appears in relevant recommendation situations<\/li>\n<li>How AI explains the business when compared with competitors<\/li>\n<li>Whether the models appear confident or uncertain about the company<\/li>\n<\/ul>\n<p>The purpose is to understand the current interpretation before deciding what, if anything, deserves attention.<\/p>\n<h2>Why AI Search Engine Understanding Matters<\/h2>\n<p>A company&#8217;s website explains the business from the company&#8217;s point of view.<\/p>\n<p>An AI search engine can produce its own explanation.<\/p>\n<p>That distinction matters because the person asking the question may receive the AI generated explanation before visiting the company&#8217;s website, or without visiting the website at all.<\/p>\n<p>If the AI system correctly understands the business, its answer may accurately reflect what the company does and who it serves.<\/p>\n<p>If its understanding is incomplete, outdated, inconsistent, or wrong, the answer can reflect those problems as well.<\/p>\n<p>A business therefore has two different questions to consider:<\/p>\n<p><strong>What information have we published about ourselves?<\/strong><\/p>\n<p>And:<\/p>\n<p><strong>What have AI search engines concluded from the information available to them?<\/strong><\/p>\n<p>Those are not necessarily the same thing.<\/p>\n<h2>The Frank Masotti AI Business Understanding Report<\/h2>\n<p>I examine this through the <a href=\"https:\/\/frankmasotti.com\/\">Frank Masotti AI Business Understanding Report<\/a>.<\/p>\n<p>The report is a $495 one time manual analysis of what ChatGPT, Gemini, and Claude currently understand about a business.<\/p>\n<p>I evaluate the models independently and compare the important agreements, disagreements, omissions, misunderstandings, attributes, recognition patterns, and recommendation behavior I find.<\/p>\n<p>The report also includes strategic observations and recommendations based on the findings.<\/p>\n<p>There is no automated scanner involved.<\/p>\n<p>There is no recurring subscription.<\/p>\n<p>There is no software dashboard.<\/p>\n<p>Each business is evaluated individually.<\/p>\n<p>You can read more about <a href=\"https:\/\/frankmasotti.com\/how-it-works.html\">how the report works<\/a>, review <a href=\"https:\/\/frankmasotti.com\/completed-reports.html\">completed AI Business Understanding Reports<\/a>, or see exactly <a href=\"https:\/\/frankmasotti.com\/answers-what-am-i-actually-buying.html\">what you are buying<\/a>.<\/p>\n<p>The completed report is delivered as a PDF, usually the next business day after the analysis is completed.<\/p>\n<h2>One Business. Three AI Models. One Manual Analysis.<\/h2>\n<p>AI search engines do not always understand or describe the same business the same way.<\/p>\n<p>That is why I do not rely on a single model.<\/p>\n<p>ChatGPT may recognize something Gemini misses.<\/p>\n<p>Gemini may associate the business with attributes Claude does not.<\/p>\n<p>Claude may explain the company differently from either of the others.<\/p>\n<p>Those differences are part of the analysis.<\/p>\n<p>The objective is to build a clearer picture of how the business is currently understood across three major AI systems rather than treating one response from one model as definitive.<\/p>\n<p>You can read more about <a href=\"https:\/\/frankmasotti.com\/answers-why-three-ai-models.html\">why I use three AI models<\/a>.<\/p>\n<h2>Manual Analysis, Not an Automated AI Search Tool<\/h2>\n<p>Automated tools can run large numbers of prompts, collect mentions, calculate visibility scores, and monitor changes over time.<\/p>\n<p>That is not what I am selling.<\/p>\n<p>I read the responses myself, compare the models, identify the patterns, examine the differences, and write the conclusions.<\/p>\n<p>There is no automated score attempting to reduce AI understanding of a business to a single number.<\/p>\n<p>The objective is diagnosis.<\/p>\n<p>Before trying to change how AI understands a business, I believe it makes sense to find out what the major AI systems currently understand.<\/p>\n<h2>AI Search Engines by Business Type<\/h2>\n<p>AI search is not the same for every industry.<\/p>\n<p>Someone searching for a medical practice may care about specialties, services, insurance, location, patient needs, or professional qualifications.<\/p>\n<p>Someone searching for a financial advisor may ask about services, client types, investment approach, credentials, specialties, or who the advisor appears best suited to serve.<\/p>\n<p>A person looking for a plumber, law firm, accounting firm, restaurant, manufacturer, insurance agency, or real estate brokerage can ask entirely different questions.<\/p>\n<p>The information an AI search engine needs to understand correctly therefore depends heavily on the type of business being discussed.<\/p>\n<p>For that reason, I publish individual <strong>AI Search Engine<\/strong> articles for specific business types.<\/p>\n<p>Each article examines the kinds of information AI systems may need to understand about that particular industry, the questions potential customers may ask, and the interpretation problems that could matter when AI is used for business research, comparison, discovery, or recommendations.<\/p>\n<h2>Find Out What AI Search Engines Understand About Your Business<\/h2>\n<p>You do not have to guess what ChatGPT, Gemini, or Claude currently understand about your company.<\/p>\n<p>I can examine it directly.<\/p>\n<p>The <strong>Frank Masotti AI Business Understanding Report<\/strong> gives you a manual analysis of how the three models interpret your business, where they agree, where they differ, what they recognize, what they leave out, and what they may be getting wrong.<\/p>\n<p><strong>3 models. 1 analyst. 1 report.<\/strong><\/p>\n<p><a href=\"https:\/\/frankmasotti.com\/order-now.html\">Order the Frank Masotti AI Business Understanding Report<\/a><\/p>\n    <\/div>\n<\/div>\n<!-- \/module text --><!-- advanced-posts module -->\n<div  class=\"module module-advanced-posts tb_7zlh668   themify_builder_content-7zlh668\" data-lazy=\"1\">\n\t\n\t\t\n\t\t<div  class=\"builder-posts-wrap loops-wrapper grid3 classic tf_clear tf_clearfix\" data-lazy=\"1\">\n\n\t\t\t\n\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<article id=\"post-3712\" class=\"post tf_clearfix post-3712 type-post status-publish format-standard hentry category-ai-search-engine category-ai-search-engine-audit category-frank-masottis-insights has-post-title has-post-date has-post-category has-post-tag has-post-comment has-post-author \">\n\t\t\t\t\t    <div class=\"tbp_advanced_archive_wrap\">\n\t                <div  data-lazy=\"1\" class=\"module_row themify_builder_row tb_wn9s549 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 tb_gjgs549 first\">\n                    <!-- Post Title module -->\n<div  class=\"module module-post-title tb_f79w549 \" data-lazy=\"1\">\n\t<h2 class=\"tbp_title\">\n\t<a  href=\"https:\/\/frankmasotti.com\/insights\/why-asking-chatgpt-about-your-business-once-is-not-an-ai-search-engine-audit\/\">\n\t\tWhy Asking ChatGPT About Your Business Once Is Not an AI Search Engine Audit\t\t<\/a>\n<\/h2><\/div>\n<!-- \/Post Title module -->\n<!-- Post Content module -->\n<div  class=\"module module-post-content tb_cr9c549 \" data-lazy=\"1\">\n\t\n\n    <div class=\"tb_text_wrap\">\n\t\tIf you have typed your business name into ChatGPT, read a reasonable answer, and concluded you know where you stand with AI, here is the direct answer: you ran a spot check, not an audit.    <\/div><!-- .tb_text_wrap -->\n\n\n<\/div>\n<!-- \/Post Content module -->        <\/div>\n                        <\/div>\n        <\/div>\n            <\/div>\n\t\t\t\t<\/article>\n\n\t\t\t\t\n\t\t\t\t\n\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<article id=\"post-3625\" class=\"post tf_clearfix post-3625 type-post status-publish format-standard hentry category-ai-search-engine-audit has-post-title has-post-date has-post-category has-post-tag has-post-comment has-post-author \">\n\t\t\t\t\t    <div class=\"tbp_advanced_archive_wrap\">\n\t                <div  data-lazy=\"1\" class=\"module_row themify_builder_row tb_wn9s549 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 tb_gjgs549 first\">\n                    <!-- Post Title module -->\n<div  class=\"module module-post-title tb_f79w549 \" data-lazy=\"1\">\n\t<h2 class=\"tbp_title\">\n\t<a  href=\"https:\/\/frankmasotti.com\/insights\/ai-search-engine-audit-for-financial-management-consulting-services\/\">\n\t\tAI Search Engine Audit for Financial Management Consulting Services\t\t<\/a>\n<\/h2><\/div>\n<!-- \/Post Title module -->\n<!-- Post Content module -->\n<div  class=\"module module-post-content tb_cr9c549 \" data-lazy=\"1\">\n\t\n\n    <div class=\"tb_text_wrap\">\n\t\tA financial management consultant can help company leadership answer questions that ordinary financial statements do not answer by themselves.    <\/div><!-- .tb_text_wrap -->\n\n\n<\/div>\n<!-- \/Post Content module -->        <\/div>\n                        <\/div>\n        <\/div>\n            <\/div>\n\t\t\t\t<\/article>\n\n\t\t\t\t\n\t\t\t\t\n\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<article id=\"post-3620\" class=\"post tf_clearfix post-3620 type-post status-publish format-standard hentry category-ai-search-engine-audit has-post-title has-post-date has-post-category has-post-tag has-post-comment has-post-author \">\n\t\t\t\t\t    <div class=\"tbp_advanced_archive_wrap\">\n\t                <div  data-lazy=\"1\" class=\"module_row themify_builder_row tb_wn9s549 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 tb_gjgs549 first\">\n                    <!-- Post Title module -->\n<div  class=\"module module-post-title tb_f79w549 \" data-lazy=\"1\">\n\t<h2 class=\"tbp_title\">\n\t<a  href=\"https:\/\/frankmasotti.com\/insights\/ai-search-engine-audit-for-business-start-up-consulting-services\/\">\n\t\tAI Search Engine Audit for Business Start Up Consulting Services\t\t<\/a>\n<\/h2><\/div>\n<!-- \/Post Title module -->\n<!-- Post Content module -->\n<div  class=\"module module-post-content tb_cr9c549 \" data-lazy=\"1\">\n\t\n\n    <div class=\"tb_text_wrap\">\n\t\tA business start up consultant can help someone move from an idea to an operating company.    <\/div><!-- .tb_text_wrap -->\n\n\n<\/div>\n<!-- \/Post Content module -->        <\/div>\n                        <\/div>\n        <\/div>\n            <\/div>\n\t\t\t\t<\/article>\n\n\t\t\t\t\n\t\t\t\t\n\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<article id=\"post-3614\" class=\"post tf_clearfix post-3614 type-post status-publish format-standard hentry category-ai-search-engine-audit has-post-title has-post-date has-post-category has-post-tag has-post-comment has-post-author \">\n\t\t\t\t\t    <div class=\"tbp_advanced_archive_wrap\">\n\t                <div  data-lazy=\"1\" class=\"module_row themify_builder_row tb_wn9s549 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 tb_gjgs549 first\">\n                    <!-- Post Title module -->\n<div  class=\"module module-post-title tb_f79w549 \" data-lazy=\"1\">\n\t<h2 class=\"tbp_title\">\n\t<a  href=\"https:\/\/frankmasotti.com\/insights\/ai-search-engine-audit-for-administrative-management-consulting-services\/\">\n\t\tAI Search Engine Audit for Administrative Management Consulting Services\t\t<\/a>\n<\/h2><\/div>\n<!-- \/Post Title module -->\n<!-- Post Content module -->\n<div  class=\"module module-post-content tb_cr9c549 \" data-lazy=\"1\">\n\t\n\n    <div class=\"tb_text_wrap\">\n\t\tAn administrative management consulting firm can be recognized by ChatGPT, Claude, and Gemini as a consulting company and still be poorly understood.    <\/div><!-- .tb_text_wrap -->\n\n\n<\/div>\n<!-- \/Post Content module -->        <\/div>\n                        <\/div>\n        <\/div>\n            <\/div>\n\t\t\t\t<\/article>\n\n\t\t\t\t\n\t\t\t\t\n\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<article id=\"post-3609\" class=\"post tf_clearfix post-3609 type-post status-publish format-standard hentry category-ai-search-engine-audit has-post-title has-post-date has-post-category has-post-tag has-post-comment has-post-author \">\n\t\t\t\t\t    <div class=\"tbp_advanced_archive_wrap\">\n\t                <div  data-lazy=\"1\" class=\"module_row themify_builder_row tb_wn9s549 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 tb_gjgs549 first\">\n                    <!-- Post Title module -->\n<div  class=\"module module-post-title tb_f79w549 \" data-lazy=\"1\">\n\t<h2 class=\"tbp_title\">\n\t<a  href=\"https:\/\/frankmasotti.com\/insights\/ai-search-engine-audit-for-tile-adhesive-manufacturers\/\">\n\t\tAI Search Engine Audit for Tile Adhesive Manufacturers\t\t<\/a>\n<\/h2><\/div>\n<!-- \/Post Title module -->\n<!-- Post Content module -->\n<div  class=\"module module-post-content tb_cr9c549 \" data-lazy=\"1\">\n\t\n\n    <div class=\"tb_text_wrap\">\n\t\tA tile adhesive manufacturer can be correctly identified by an AI system and still be badly misunderstood.    <\/div><!-- .tb_text_wrap -->\n\n\n<\/div>\n<!-- \/Post Content module -->        <\/div>\n                        <\/div>\n        <\/div>\n            <\/div>\n\t\t\t\t<\/article>\n\n\t\t\t\t\n\t\t\t\t\n\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<article id=\"post-3602\" class=\"post tf_clearfix post-3602 type-post status-publish format-standard hentry category-ai-search-engine-audit has-post-title has-post-date has-post-category has-post-tag has-post-comment has-post-author \">\n\t\t\t\t\t    <div class=\"tbp_advanced_archive_wrap\">\n\t                <div  data-lazy=\"1\" class=\"module_row themify_builder_row tb_wn9s549 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 tb_gjgs549 first\">\n                    <!-- Post Title module -->\n<div  class=\"module module-post-title tb_f79w549 \" data-lazy=\"1\">\n\t<h2 class=\"tbp_title\">\n\t<a  href=\"https:\/\/frankmasotti.com\/insights\/ai-search-engine-audit-for-starch-glue-manufacturers\/\">\n\t\tAI Search Engine Audit for Starch Glue Manufacturers\t\t<\/a>\n<\/h2><\/div>\n<!-- \/Post Title module -->\n<!-- Post Content module -->\n<div  class=\"module module-post-content tb_cr9c549 \" data-lazy=\"1\">\n\t\n\n    <div class=\"tb_text_wrap\">\n\t\tIf your company manufactures starch glues, what do ChatGPT, Claude, and Gemini actually understand about the products you make and the markets you serve?    <\/div><!-- .tb_text_wrap -->\n\n\n<\/div>\n<!-- \/Post Content module -->        <\/div>\n                        <\/div>\n        <\/div>\n            <\/div>\n\t\t\t\t<\/article>\n\n\t\t\t\t\n\t\t\t\t\n\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<article id=\"post-3597\" class=\"post tf_clearfix post-3597 type-post status-publish format-standard hentry category-ai-search-engine-audit has-post-title has-post-date has-post-category has-post-tag has-post-comment has-post-author \">\n\t\t\t\t\t    <div class=\"tbp_advanced_archive_wrap\">\n\t                <div  data-lazy=\"1\" class=\"module_row themify_builder_row tb_wn9s549 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 tb_gjgs549 first\">\n                    <!-- Post Title module -->\n<div  class=\"module module-post-title tb_f79w549 \" data-lazy=\"1\">\n\t<h2 class=\"tbp_title\">\n\t<a  href=\"https:\/\/frankmasotti.com\/insights\/ai-search-engine-audit-for-plumbers-putty-manufacturers\/\">\n\t\tAI Search Engine Audit for Plumber\u2019s Putty Manufacturers\t\t<\/a>\n<\/h2><\/div>\n<!-- \/Post Title module -->\n<!-- Post Content module -->\n<div  class=\"module module-post-content tb_cr9c549 \" data-lazy=\"1\">\n\t\n\n    <div class=\"tb_text_wrap\">\n\t\tAI Search Engine Audit for Plumber\u2019s Putty ManufacturersA plumber\u2019s putty manufacturer can be recognized by ChatGPT, Gemini, or Claude and still be understood incorrectly.The AI system may know the company manufactures plumbing products but fail to recognize the specific plumber\u2019s putty formulations it produces. It may understand that a product creates a watertight seal but [&hellip;]    <\/div><!-- .tb_text_wrap -->\n\n\n<\/div>\n<!-- \/Post Content module -->        <\/div>\n                        <\/div>\n        <\/div>\n            <\/div>\n\t\t\t\t<\/article>\n\n\t\t\t\t\n\t\t\t\t\n\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<article id=\"post-3592\" class=\"post tf_clearfix post-3592 type-post status-publish format-standard hentry category-ai-search-engine-audit has-post-title has-post-date has-post-category has-post-tag has-post-comment has-post-author \">\n\t\t\t\t\t    <div class=\"tbp_advanced_archive_wrap\">\n\t                <div  data-lazy=\"1\" class=\"module_row themify_builder_row tb_wn9s549 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 tb_gjgs549 first\">\n                    <!-- Post Title module -->\n<div  class=\"module module-post-title tb_f79w549 \" data-lazy=\"1\">\n\t<h2 class=\"tbp_title\">\n\t<a  href=\"https:\/\/frankmasotti.com\/insights\/ai-search-engine-audit-for-pipe-sealing-compound-manufacturers\/\">\n\t\tAI Search Engine Audit for Pipe Sealing Compound Manufacturers\t\t<\/a>\n<\/h2><\/div>\n<!-- \/Post Title module -->\n<!-- Post Content module -->\n<div  class=\"module module-post-content tb_cr9c549 \" data-lazy=\"1\">\n\t\n\n    <div class=\"tb_text_wrap\">\n\t\tAI Search Engine Audit for Pipe Sealing Compound ManufacturersA pipe sealing compound manufacturer can be correctly identified by an AI system and still be badly misunderstood where the product actually matters.ChatGPT, Claude, or Gemini might know that your company manufactures thread sealants or pipe joint compounds. That does not mean the model understands which piping [&hellip;]    <\/div><!-- .tb_text_wrap -->\n\n\n<\/div>\n<!-- \/Post Content module -->        <\/div>\n                        <\/div>\n        <\/div>\n            <\/div>\n\t\t\t\t<\/article>\n\n\t\t\t\t\n\t\t\t\t\n\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<article id=\"post-3585\" class=\"post tf_clearfix post-3585 type-post status-publish format-standard hentry category-ai-search-engine-audit has-post-title has-post-date has-post-category has-post-tag has-post-comment has-post-author \">\n\t\t\t\t\t    <div class=\"tbp_advanced_archive_wrap\">\n\t                <div  data-lazy=\"1\" class=\"module_row themify_builder_row tb_wn9s549 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 tb_gjgs549 first\">\n                    <!-- Post Title module -->\n<div  class=\"module module-post-title tb_f79w549 \" data-lazy=\"1\">\n\t<h2 class=\"tbp_title\">\n\t<a  href=\"https:\/\/frankmasotti.com\/insights\/ai-search-engine-audit-for-dextrin-glue-manufacturers\/\">\n\t\tAI Search Engine Audit for Dextrin Glue Manufacturers\t\t<\/a>\n<\/h2><\/div>\n<!-- \/Post Title module -->\n<!-- Post Content module -->\n<div  class=\"module module-post-content tb_cr9c549 \" data-lazy=\"1\">\n\t\n\n    <div class=\"tb_text_wrap\">\n\t\tA dextrin glue manufacturer has a more specific AI understanding problem than simply being recognized as an adhesive company.    <\/div><!-- .tb_text_wrap -->\n\n\n<\/div>\n<!-- \/Post Content module -->        <\/div>\n                        <\/div>\n        <\/div>\n            <\/div>\n\t\t\t\t<\/article>\n\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\t\t\n\t\t<\/div><!-- .builder-posts-wrap -->\n\n\t\t<link rel=\"prefetch\" as=\"document\" href=\"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/pages\/3341\/page\/2\/\"\/><div class=\"pagenav tf_clear tf_box tf_textr tf_clearfix \"> <span class=\"number current\">1<\/span> <a href=\"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/pages\/3341\/page\/2\/\" class=\"number\">2<\/a> <a href=\"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/pages\/3341\/page\/3\/\" class=\"number\">3<\/a> <a href=\"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/pages\/3341\/page\/4\/\" class=\"number\">4<\/a><a href=\"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/pages\/3341\/page\/2\/\"  class=\"number nextp\">&rsaquo;<\/a><a href=\"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/pages\/3341\/page\/5\/\" title=\"&raquo;\" class=\"number lastp\">&raquo;<\/a><\/div>\t\n<\/div><!-- \/advanced-posts module -->\n        <\/div>\n                        <\/div>\n        <\/div>\n        <\/div>\n<!--\/themify_builder_content-->","protected":false},"excerpt":{"rendered":"<p>AI Search Engine by Frank Masotti<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-3341","page","type-page","status-publish","hentry","has-post-title","has-post-date","has-post-category","has-post-tag","has-post-comment","has-post-author",""],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.2.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"AI Search Engine by Frank Masotti AI Search Engine by Frank Masotti An AI search engine changes what happens when someone searches for information about a business. 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Instead of entering a few keywords and choosing from a list of links, a potential customer can ask ChatGPT, Gemini, Claude, or another AI system a detailed question"},"aioseo_meta_data":{"post_id":"3341","title":null,"description":null,"keywords":null,"keyphrases":{"focus":{"keyphrase":"","score":0,"analysis":{"keyphraseInTitle":{"score":0,"maxScore":9,"error":1}}},"additional":[]},"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":"","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":"WebPage","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":"-1","robots_max_videopreview":"-1","robots_max_imagepreview":"large","priority":null,"frequency":"default","local_seo":null,"limit_modified_date":false,"ai":{"faqs":[],"keyPoints":[],"schemas":[],"titles":[],"descriptions":[],"socialPosts":{"email":{"subject":"","preview":"","content":""},"linkedin":[],"twitter":[],"facebook":[],"instagram":[]}},"breadcrumb_settings":null,"seo_analyzer_scan_date":null,"created":"2026-09-14 16:33:50","updated":"2026-09-25 03:18:00"},"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\">\u00bb<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\tAI Search Engine by Frank Masotti\n\t\t<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Home","link":"https:\/\/frankmasotti.com\/insights\/"},{"label":"AI Search Engine by Frank Masotti","link":"https:\/\/frankmasotti.com\/insights\/ai-search-engine-audit-by-frank-masotti\/"}],"builder_content":"\n<h1 data-section-id=\"hrxyv7\" data-start=\"130\" data-end=\"154\">AI Search Engine by Frank Masotti<\/h1>\n<img src=\"https:\/\/frankmasotti.com\/insights\/wp-content\/uploads\/2026\/09\/AI-Search-Engine-Audit-by-Frank-Masotti.webp\" title=\"AI Search Engine Audit by Frank Masotti\" alt=\"AI Search Engine Audit by Frank Masotti\" srcset=\"https:\/\/frankmasotti.com\/insights\/wp-content\/uploads\/2026\/09\/AI-Search-Engine-Audit-by-Frank-Masotti.webp 640w, https:\/\/frankmasotti.com\/insights\/wp-content\/uploads\/2026\/09\/AI-Search-Engine-Audit-by-Frank-Masotti-300x169.webp 300w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\n<h2>AI Search Engine by Frank Masotti<\/h2> <p>An <strong>AI search engine<\/strong> changes what happens when someone searches for information about a business.<\/p> <p>Instead of entering a few keywords and choosing from a list of links, a potential customer can ask ChatGPT, Gemini, Claude, or another AI system a detailed question about a company, service, product, industry, or buying decision.<\/p> <p>They can ask what a business does, what it is known for, who it serves, how it compares with competitors, whether it provides a particular service, and whether it should be considered for a specific need.<\/p> <p>The AI system can then interpret the question and produce an answer based on what it currently understands and the information available to it.<\/p> <p>That creates an important question for any business:<\/p> <p><strong>What does an AI search engine actually understand about your company?<\/strong><\/p> <h2>How Does an AI Search Engine Understand a Business?<\/h2> <p>An AI search engine does not necessarily describe a business the same way the business describes itself.<\/p> <p>AI systems can form their own interpretation from websites, available web information, recognized entities, categories, attributes, products, services, locations, third party information, and other information available to the model.<\/p> <p>That interpretation can affect the answer produced when someone asks about the business.<\/p> <p>An AI system may understand the company clearly. It may understand some parts correctly while leaving out others. It may associate the business with attributes the company considers important, or completely miss them.<\/p> <p>Different AI systems can also form different interpretations of the same company.<\/p> <p>ChatGPT may recognize something Gemini does not. Gemini may associate a business with attributes Claude does not mention. Claude may describe a service or specialty differently from either of the other models.<\/p> <p>There is no reason to assume that one answer from one AI system represents how the business is understood everywhere.<\/p> <h2>What Can People Ask an AI Search Engine About Your Business?<\/h2> <p>AI search allows people to ask much more specific questions than simply searching for a company name.<\/p> <p>Someone may ask which businesses provide a particular service.<\/p> <p>They may ask which company appears appropriate for a particular situation.<\/p> <p>They may compare two or more businesses.<\/p> <p>They may ask about specialties, products, service areas, customer types, experience, reputation, price positioning, or other attributes that matter to their decision.<\/p> <p>They can also continue the conversation with follow up questions that narrow what they are looking for.<\/p> <p>For a business, that means AI search is not only about whether the company is mentioned. It is also about <strong>what the AI system understands well enough to say about it.<\/strong><\/p> <h2>AI Search Engine Audit<\/h2> <p>An <strong>AI Search Engine Audit<\/strong> examines that understanding.<\/p> <p>I manually evaluate how ChatGPT, Gemini, and Claude understand a business, how they describe it, what they associate with it, what they leave out, where they disagree, and whether they recognize the company in relevant recommendation situations.<\/p> <p>This is not an audit of whether a company uses artificial intelligence.<\/p> <p>It is not an automated website scan.<\/p> <p>It is not a traditional SEO audit.<\/p> <p>It is an examination of the business as major AI systems currently understand it.<\/p> <h2>What I Look For<\/h2> <p>When I evaluate how AI search engines understand a business, I look at areas including:<\/p> <ul> <li>How AI describes the business<\/li> <li>What category the business is associated with<\/li> <li>What products or services the models recognize<\/li> <li>Which attributes AI associates with the company<\/li> <li>What important information is missing<\/li> <li>Where ChatGPT, Gemini, and Claude disagree<\/li> <li>Whether important details are misunderstood<\/li> <li>How consistently the business is represented across models<\/li> <li>Whether the company appears in relevant recommendation situations<\/li> <li>How AI explains the business when compared with competitors<\/li> <li>Whether the models appear confident or uncertain about the company<\/li> <\/ul> <p>The purpose is to understand the current interpretation before deciding what, if anything, deserves attention.<\/p> <h2>Why AI Search Engine Understanding Matters<\/h2> <p>A company's website explains the business from the company's point of view.<\/p> <p>An AI search engine can produce its own explanation.<\/p> <p>That distinction matters because the person asking the question may receive the AI generated explanation before visiting the company's website, or without visiting the website at all.<\/p> <p>If the AI system correctly understands the business, its answer may accurately reflect what the company does and who it serves.<\/p> <p>If its understanding is incomplete, outdated, inconsistent, or wrong, the answer can reflect those problems as well.<\/p> <p>A business therefore has two different questions to consider:<\/p> <p><strong>What information have we published about ourselves?<\/strong><\/p> <p>And:<\/p> <p><strong>What have AI search engines concluded from the information available to them?<\/strong><\/p> <p>Those are not necessarily the same thing.<\/p> <h2>The Frank Masotti AI Business Understanding Report<\/h2> <p>I examine this through the <a href=\"https:\/\/frankmasotti.com\/\">Frank Masotti AI Business Understanding Report<\/a>.<\/p> <p>The report is a $495 one time manual analysis of what ChatGPT, Gemini, and Claude currently understand about a business.<\/p> <p>I evaluate the models independently and compare the important agreements, disagreements, omissions, misunderstandings, attributes, recognition patterns, and recommendation behavior I find.<\/p> <p>The report also includes strategic observations and recommendations based on the findings.<\/p> <p>There is no automated scanner involved.<\/p> <p>There is no recurring subscription.<\/p> <p>There is no software dashboard.<\/p> <p>Each business is evaluated individually.<\/p> <p>You can read more about <a href=\"https:\/\/frankmasotti.com\/how-it-works.html\">how the report works<\/a>, review <a href=\"https:\/\/frankmasotti.com\/completed-reports.html\">completed AI Business Understanding Reports<\/a>, or see exactly <a href=\"https:\/\/frankmasotti.com\/answers-what-am-i-actually-buying.html\">what you are buying<\/a>.<\/p> <p>The completed report is delivered as a PDF, usually the next business day after the analysis is completed.<\/p> <h2>One Business. Three AI Models. One Manual Analysis.<\/h2> <p>AI search engines do not always understand or describe the same business the same way.<\/p> <p>That is why I do not rely on a single model.<\/p> <p>ChatGPT may recognize something Gemini misses.<\/p> <p>Gemini may associate the business with attributes Claude does not.<\/p> <p>Claude may explain the company differently from either of the others.<\/p> <p>Those differences are part of the analysis.<\/p> <p>The objective is to build a clearer picture of how the business is currently understood across three major AI systems rather than treating one response from one model as definitive.<\/p> <p>You can read more about <a href=\"https:\/\/frankmasotti.com\/answers-why-three-ai-models.html\">why I use three AI models<\/a>.<\/p> <h2>Manual Analysis, Not an Automated AI Search Tool<\/h2> <p>Automated tools can run large numbers of prompts, collect mentions, calculate visibility scores, and monitor changes over time.<\/p> <p>That is not what I am selling.<\/p> <p>I read the responses myself, compare the models, identify the patterns, examine the differences, and write the conclusions.<\/p> <p>There is no automated score attempting to reduce AI understanding of a business to a single number.<\/p> <p>The objective is diagnosis.<\/p> <p>Before trying to change how AI understands a business, I believe it makes sense to find out what the major AI systems currently understand.<\/p> <h2>AI Search Engines by Business Type<\/h2> <p>AI search is not the same for every industry.<\/p> <p>Someone searching for a medical practice may care about specialties, services, insurance, location, patient needs, or professional qualifications.<\/p> <p>Someone searching for a financial advisor may ask about services, client types, investment approach, credentials, specialties, or who the advisor appears best suited to serve.<\/p> <p>A person looking for a plumber, law firm, accounting firm, restaurant, manufacturer, insurance agency, or real estate brokerage can ask entirely different questions.<\/p> <p>The information an AI search engine needs to understand correctly therefore depends heavily on the type of business being discussed.<\/p> <p>For that reason, I publish individual <strong>AI Search Engine<\/strong> articles for specific business types.<\/p> <p>Each article examines the kinds of information AI systems may need to understand about that particular industry, the questions potential customers may ask, and the interpretation problems that could matter when AI is used for business research, comparison, discovery, or recommendations.<\/p> <h2>Find Out What AI Search Engines Understand About Your Business<\/h2> <p>You do not have to guess what ChatGPT, Gemini, or Claude currently understand about your company.<\/p> <p>I can examine it directly.<\/p> <p>The <strong>Frank Masotti AI Business Understanding Report<\/strong> gives you a manual analysis of how the three models interpret your business, where they agree, where they differ, what they recognize, what they leave out, and what they may be getting wrong.<\/p> <p><strong>3 models. 1 analyst. 1 report.<\/strong><\/p> <p><a href=\"https:\/\/frankmasotti.com\/order-now.html\">Order the Frank Masotti AI Business Understanding Report<\/a><\/p>","_links":{"self":[{"href":"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/pages\/3341","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/types\/page"}],"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=3341"}],"version-history":[{"count":37,"href":"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/pages\/3341\/revisions"}],"predecessor-version":[{"id":3711,"href":"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/pages\/3341\/revisions\/3711"}],"wp:attachment":[{"href":"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/media?parent=3341"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}