{"id":14824,"date":"2025-11-28T16:45:24","date_gmt":"2025-11-28T16:45:24","guid":{"rendered":"https:\/\/craighordlow.com\/index.php\/2025\/11\/28\/how-ecommerce-brands-actually-get-discovered-in-ai-search\/"},"modified":"2025-11-28T16:45:24","modified_gmt":"2025-11-28T16:45:24","slug":"how-ecommerce-brands-actually-get-discovered-in-ai-search","status":"publish","type":"post","link":"https:\/\/craighordlow.com\/index.php\/2025\/11\/28\/how-ecommerce-brands-actually-get-discovered-in-ai-search\/","title":{"rendered":"How Ecommerce Brands Actually Get Discovered In AI Search"},"content":{"rendered":"<p>AI search is reshaping how ecommerce brands get discovered.<\/p>\n<p>One week, your products show up in ChatGPT. The next week, they\u2019re replaced by competitors.<\/p>\n<p>For many brands, this uncertainty can feel overwhelming.<\/p>\n<p>Organic visibility now depends less on rankings and keywords, and more on how LLMs gather information, which platforms they rely on, and what signals help them highlight your brand.<\/p>\n<p>In this guide, I\u2019ll explain this crucial shift in detail.<\/p>\n<p>I\u2019ll unpack:<\/p>\n<ul>\n<li>What actually shapes visibility inside AI answers<\/li>\n<li>The business impact of compressed buyer journeys and broken attribution<\/li>\n<li>How you can build lasting relevance in this new search ecosystem<\/li>\n<\/ul>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_81 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" 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: #999;color:#999\" 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><\/span><\/a><\/span><\/div>\n<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:\/\/craighordlow.com\/index.php\/2025\/11\/28\/how-ecommerce-brands-actually-get-discovered-in-ai-search\/#The_3_Types_of_AI_Visibility_for_Ecommerce_Brands\" >The 3 Types of AI Visibility for Ecommerce Brands<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/craighordlow.com\/index.php\/2025\/11\/28\/how-ecommerce-brands-actually-get-discovered-in-ai-search\/#Type_1_Brand_Mentions\" >Type 1: Brand Mentions<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/craighordlow.com\/index.php\/2025\/11\/28\/how-ecommerce-brands-actually-get-discovered-in-ai-search\/#Type_2_Citations\" >Type 2: Citations<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/craighordlow.com\/index.php\/2025\/11\/28\/how-ecommerce-brands-actually-get-discovered-in-ai-search\/#Type_3_Product_Recommendations\" >Type 3: Product Recommendations<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/craighordlow.com\/index.php\/2025\/11\/28\/how-ecommerce-brands-actually-get-discovered-in-ai-search\/#How_AI_Models_Choose_Which_Ecommerce_Brands_to_Surface\" >How AI Models Choose Which Ecommerce Brands to Surface<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/craighordlow.com\/index.php\/2025\/11\/28\/how-ecommerce-brands-actually-get-discovered-in-ai-search\/#Consensus\" >Consensus<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/craighordlow.com\/index.php\/2025\/11\/28\/how-ecommerce-brands-actually-get-discovered-in-ai-search\/#Consistency\" >Consistency<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/craighordlow.com\/index.php\/2025\/11\/28\/how-ecommerce-brands-actually-get-discovered-in-ai-search\/#Types_of_Content_That_Dominate_Ecommerce_AI_Search\" >Types of Content That Dominate Ecommerce AI Search<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/craighordlow.com\/index.php\/2025\/11\/28\/how-ecommerce-brands-actually-get-discovered-in-ai-search\/#Top_Cited_Sources\" >Top Cited Sources<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/craighordlow.com\/index.php\/2025\/11\/28\/how-ecommerce-brands-actually-get-discovered-in-ai-search\/#Publisher_Listicles\" >Publisher Listicles<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/craighordlow.com\/index.php\/2025\/11\/28\/how-ecommerce-brands-actually-get-discovered-in-ai-search\/#Retailer_Product_Pages\" >Retailer Product Pages<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/craighordlow.com\/index.php\/2025\/11\/28\/how-ecommerce-brands-actually-get-discovered-in-ai-search\/#Lab_Tests_and_Expert_Reviews\" >Lab Tests and Expert Reviews<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/craighordlow.com\/index.php\/2025\/11\/28\/how-ecommerce-brands-actually-get-discovered-in-ai-search\/#Reddit_Threads_and_Community_Discussions\" >Reddit Threads and Community Discussions<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/craighordlow.com\/index.php\/2025\/11\/28\/how-ecommerce-brands-actually-get-discovered-in-ai-search\/#Comparison_Posts\" >Comparison Posts<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/craighordlow.com\/index.php\/2025\/11\/28\/how-ecommerce-brands-actually-get-discovered-in-ai-search\/#What_This_Shift_Means_for_Your_Ecommerce_Brand\" >What This Shift Means for Your Ecommerce Brand<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/craighordlow.com\/index.php\/2025\/11\/28\/how-ecommerce-brands-actually-get-discovered-in-ai-search\/#The_Compressed_Buyer_Journey\" >The Compressed Buyer Journey<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/craighordlow.com\/index.php\/2025\/11\/28\/how-ecommerce-brands-actually-get-discovered-in-ai-search\/#The_Visibility_Paradox\" >The Visibility Paradox<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/craighordlow.com\/index.php\/2025\/11\/28\/how-ecommerce-brands-actually-get-discovered-in-ai-search\/#Attribution_Gets_Murky\" >Attribution Gets Murky<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/craighordlow.com\/index.php\/2025\/11\/28\/how-ecommerce-brands-actually-get-discovered-in-ai-search\/#Example_of_a_Brand_Thats_Winning_in_AI_Search_Caraway\" >Example of a Brand That\u2019s Winning in AI Search: Caraway<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/craighordlow.com\/index.php\/2025\/11\/28\/how-ecommerce-brands-actually-get-discovered-in-ai-search\/#Showing_Up_Where_LLMs_Look\" >Showing Up Where LLMs Look<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/craighordlow.com\/index.php\/2025\/11\/28\/how-ecommerce-brands-actually-get-discovered-in-ai-search\/#Retailer_Evidence_That_AI_Can_Cite\" >Retailer Evidence That AI Can Cite<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/craighordlow.com\/index.php\/2025\/11\/28\/how-ecommerce-brands-actually-get-discovered-in-ai-search\/#Strong_Affiliate_Presence\" >Strong Affiliate Presence<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/craighordlow.com\/index.php\/2025\/11\/28\/how-ecommerce-brands-actually-get-discovered-in-ai-search\/#Part_of_the_Category_Narrative\" >Part of the Category Narrative<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/craighordlow.com\/index.php\/2025\/11\/28\/how-ecommerce-brands-actually-get-discovered-in-ai-search\/#Make_AI_Work_for_Your_Ecommerce_Brand\" >Make AI Work for Your Ecommerce Brand<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"The_3_Types_of_AI_Visibility_for_Ecommerce_Brands\"><\/span>The 3 Types of AI Visibility for Ecommerce Brands<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>If you\u2019re familiar with SEO, getting AI visibility is similar. It starts with how search systems decide what to display.<\/p>\n<p>But for years, ecommerce SEO was a linear equation: <strong>rank = visibility = traffic<\/strong> (and then conversions).<\/p>\n<p>AI search is changing that.<\/p>\n<p><a title=\"23 Best Large Language Models (LLMs)\" href=\"https:\/\/backlinko.com\/list-of-llms\" target=\"_blank\" rel=\"noopener\">LLMs<\/a> summarize, compare, and recommend products, all in one place.<\/p>\n<p><strong>In short:<\/strong> Shoppers can discover your products, check alternatives, and make buying decisions within AI chats.<\/p>\n<p>In this new setup, brands compete across three different discovery models.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Type_1_Brand_Mentions\"><\/span>Type 1: Brand Mentions<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Mentions drive product discovery and build top-of-funnel <a title=\"LLM Visibility: The SEO Metric No One Is Reporting On (Yet)\" href=\"https:\/\/backlinko.com\/llm-visibility\" target=\"_blank\" rel=\"noopener\">LLM visibility<\/a> for your brand.<\/p>\n<p>This is where your brand gets featured in AI-generated answers, often without a link to your site.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Claude \u2013 Brand mentions\" alt=\"Claude \u2013 Brand mentions\" data-aspect-ratio=\"0.74714285714286\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/claude-brand-mentions.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Mentions often come from reputation signals like:<\/p>\n<ul>\n<li>Reddit posts<\/li>\n<li>Media coverage<\/li>\n<li>User reviews<\/li>\n<li>Social discussions<\/li>\n<\/ul>\n<p>Put simply, you become part of the conversation.<\/p>\n<p>For new or emerging brands, this is often the first touchpoint to reach shoppers through AI.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Type_2_Citations\"><\/span>Type 2: Citations<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Citations are linked references within AI-generated results, like a footnote in an essay.<\/p>\n<p>With citations, LLMs attribute specific information, claims, or data points to your pages.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Perplexity \u2013 Citations as linked references\" alt=\"Perplexity \u2013 Citations as linked references\" data-aspect-ratio=\"1.3114285714286\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/perplexity-citations-as-linked-references.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Your brand becomes a source of truth in AI responses and gains credibility.<\/p>\n<p>How?<\/p>\n<p>When an AI tool cites your brand, it signals to shoppers that you\u2019re an authoritative voice.<\/p>\n<p>Plus, citations can support your positioning. The AI tools can pull <strong>your<\/strong> framing and product narrative into their response. Not someone else\u2019s.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Type_3_Product_Recommendations\"><\/span>Type 3: Product Recommendations<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>AI platforms actively recommend products for a shopper\u2019s specific needs and concerns.<\/p>\n<p>This is the most impactful layer for ecommerce brands.<\/p>\n<p>Your products can show up with pricing, ratings, and other details.<\/p>\n<p>This type of visibility effectively merges discovery and purchase in one place.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"ChatGPT \u2013 Product recommendations\" alt=\"ChatGPT \u2013 Product recommendations\" data-aspect-ratio=\"1.0414285714286\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/chatgpt-product-recommendations.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>This happens when the LLM reviews the query, compares options, and picks your product as the best fit.<\/p>\n<p>Showing up in the list of recommended products makes your brand a part of the decision interface.<\/p>\n<p>Shoppers can compare specs, prices, and reviews \u2014 or even purchase \u2014 right in the AI chatbot or search tool itself.<\/p>\n<div class=\"sc-quote alert blue-box font-georgia type-normal transparent-img-bg\">\n<div class=\"media\">\n<figure class=\"sc-picture media-left hidden-sm-down\">\n            <img decoding=\"async\" src=\"https:\/\/backlinko.com\/app\/uploads\/2024\/06\/icon-further-reading.png\" alt=\"| Craig Hordlow\" loading=\"lazy\" title=\"| Craig Hordlow\">        <\/figure>\n<div class=\"media-body\">\n<blockquote class=\"sc-quote\">\n<p><strong>Dig deeper:<\/strong> <a title=\"5 LLM Visibility Tools to Track Your Brand in AI Search\" href=\"https:\/\/backlinko.com\/llm-tracking-tools\" target=\"_blank\" rel=\"noopener\">5 LLM Visibility Tools to Track Your Brand in AI Search (2025)<\/a><\/p>\n<\/blockquote>\n<div class=\"media\">\n<figure class=\"sc-picture media-left hidden-md-up\">\n                    <img decoding=\"async\" src=\"https:\/\/backlinko.com\/app\/uploads\/2024\/06\/icon-further-reading.png\" alt=\"| Craig Hordlow\" loading=\"lazy\" title=\"| Craig Hordlow\">                <\/figure>\n<p>                                <cite class=\"sc-name media-body media-middle\"><br \/>\n                                    <\/cite>\n            <\/p><\/div>\n<\/div>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"How_AI_Models_Choose_Which_Ecommerce_Brands_to_Surface\"><\/span>How AI Models Choose Which Ecommerce Brands to Surface<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>AI visibility as a discipline is still evolving rapidly. But there are clear patterns to which ecommerce brands get seen and which get sidelined.<\/p>\n<p>Two driving forces at play are: consensus and consistency.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Consensus\"><\/span>Consensus<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>With traditional search, ecommerce brands could <a title=\"7 Proven Ways to Increase Your Domain Authority\" href=\"https:\/\/backlinko.com\/increase-domain-authority\" target=\"_blank\" rel=\"noopener\">build domain authority<\/a> through activities like link building and digital PR. Strong pages from an authority perspective tended to perform well in search results.<\/p>\n<p>In AI search, LLMs don\u2019t evaluate your website and <a title=\"20 Effective Product Page Examples (+ Best Practices)\" href=\"https:\/\/backlinko.com\/product-page-examples\" target=\"_blank\" rel=\"noopener\">product pages<\/a> in isolation. Authority is built from a consensus across sources.<\/p>\n<p>LLMs ask: \u201cWhat do credible sources agree on about this product?\u201d<\/p>\n<p>To decide which brands and products deserve visibility, LLMs cross-reference multiple sources, like:<\/p>\n<ul>\n<li>Reddit threads<\/li>\n<li>YouTube videos<\/li>\n<li>Industry reports<\/li>\n<li>Customer reviews<\/li>\n<li>Trusted publishers<\/li>\n<li>Community discussions<\/li>\n<\/ul>\n<figure class=\"backlinko-image__visual-chart backlinko-image\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Building Authority for Your Ecommerce Brand\" alt=\"Building Authority for Your Ecommerce Brand\" data-aspect-ratio=\"0.73571428571429\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/building-authority-for-your-ecommerce-brand.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>So, a glowing review on your PDP might mean little if customers on Amazon consistently leave 1-star ratings.<\/p>\n<p>And a publisher\u2019s feature loses impact if Reddit users repeatedly recommend your competitors instead.<\/p>\n<p><strong>In other words:<\/strong> No single source determines your likelihood of being mentioned or cited. It\u2019s the pattern of consensus across multiple platforms that does this.<\/p>\n<p>For example:<\/p>\n<p>Keychron frequently shows up when you use AI search tools to find mechanical keyboards.<\/p>\n<p>This happens because the brand has earned trust through various sources:<\/p>\n<ul>\n<li>Review sites like PCMag and Tom\u2019s Guide rank Keychron in their top recommendations<\/li>\n<li>Keychron\u2019s Amazon pages are detailed with positive reviews and an average rating of 4.4 stars<\/li>\n<li>Multiple Reddit threads in subreddits like r\/MechanicalKeyboards and r\/macbook recommend the brand<\/li>\n<li>Several YouTube videos feature Keychron in their roundup of mechanical keyboards<\/li>\n<\/ul>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Composite Authority Building \u2013 Keychron\" alt=\"Composite Authority Building \u2013 Keychron\" data-aspect-ratio=\"2.5457142857143\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/composite-authority-building-keychron.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Each trust signal on its own is valuable.<\/p>\n<p>But when taken together, LLMs see a pattern of independent sources validating the same brand\/product for a specific use case.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Consistency\"><\/span>Consistency<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>LLMs don\u2019t crawl and rank pages the way traditional search engines do.<\/p>\n<p>Instead, when answering a product-related query, an AI model might pull:<\/p>\n<ul>\n<li>Your product name from your Shopify store<\/li>\n<li>Pricing from Google Merchant Center<\/li>\n<li>Key specs from Amazon<\/li>\n<li>Opinions from users on Reddit<\/li>\n<\/ul>\n<figure class=\"backlinko-image__visual-chart backlinko-image\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"How LLMs Generate Product Recommendations\" alt=\"How LLMs Generate Product Recommendations\" data-aspect-ratio=\"1.1\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/how-llms-generate-product-recommendations.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>If your product title is \u201cstainless steel\u201d on Amazon but \u201cbrushed metal\u201d on Walmart, the LLM can\u2019t decide which is correct. This inconsistency could make the AI tool less likely to include any information about your product. Or it could include the wrong information.<\/p>\n<p>This is why data hygiene is crucial for building AI visibility.<\/p>\n<p>You need to maintain a clean, synchronized identity for every product across every channel.<\/p>\n<figure class=\"backlinko-image__visual-chart backlinko-image\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Three Pillars of Data Hygiene for Ecommerce\" alt=\"Three Pillars of Data Hygiene for Ecommerce\" data-aspect-ratio=\"0.71714285714286\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/three-pillars-of-data-hygiene-for-ecommerce.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Your product attributes should follow the same pattern across your site, marketplaces, and feeds:<\/p>\n<ul>\n<li>Model numbers<\/li>\n<li>Dimensions<\/li>\n<li>Materials<\/li>\n<li>Weights<\/li>\n<li>Prices<\/li>\n<\/ul>\n<p>LLMs use these data points to match your products to queries and validate claims across sources.<\/p>\n<p>Your Amazon listing, your Shopify store, your Google Merchant feed \u2014 all sources need to tell the same story with the same data.<\/p>\n<p>So, the same SKU name, image, and product description should appear everywhere your product appears.<\/p>\n<p>Finally, outdated data signals decay, and models may deprioritize products with outdated info.<\/p>\n<p>When you change a price or update a key spec, that change should be visible everywhere. Stock availability, pricing, and features should always be up to date.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Types_of_Content_That_Dominate_Ecommerce_AI_Search\"><\/span>Types of Content That Dominate Ecommerce AI Search<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>We\u2019re seeing clear patterns in what gets cited, mentioned, or ignored in AI search for ecommerce.<\/p>\n<p>Understanding these patterns can be the difference between hoping you show up and knowing how to position your brand so that you do show up.<\/p>\n<p>Here\u2019s what\u2019s currently doing well in AI search for ecommerce:<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Top_Cited_Sources\"><\/span>Top Cited Sources<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span>I wanted to see which brands are cited most frequently in LLM responses for ecommerce queries \u2014 so I tested it.<\/span><\/p>\n<p><span>I picked nine popular ecommerce niches and searched category-specific queries across ChatGPT, Claude, Perplexity, and AI Mode.\u00a0<\/span><\/p>\n<p><span>Based on the responses, I made a list of five popular brands showing up frequently for each vertical.<\/span><\/p>\n<p><span>Then, I jumped to the \u201c<\/span><b>Competitor Research<\/b><span>\u201d tab in <\/span><a href=\"https:\/\/www.semrush.com\/ai-seo\/overview\/\" target=\"_blank\" rel=\"noopener\"><span>Semrush\u2019s AI Visibility Toolkit<\/span><\/a><span> to run a gap analysis for these five brands in each category.\u00a0<\/span><\/p>\n<p><span>The \u201c<\/span><b>Sources<\/b><span>\u201d tab showed which domains LLMs cite most frequently, like this for the \u201coutdoor travel &amp; gear\u201d niche:<\/span><\/p>\n<figure class=\"backlinko-image__visual-chart backlinko-image\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"REI Competitor Research\" alt=\"REI Competitor Research via Semrush's AI Visibility Toolkit\" data-aspect-ratio=\"0.49\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/REI-Competitor-Research.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p><span>This data reveals where LLMs pull product information, and which platforms matter most in your vertical.<\/span><\/p>\n<figure class=\"backlinko-image__visual-chart backlinko-image\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Top cited sources for ecommerce niches\" alt=\"Top cited sources for ecommerce niches\" data-aspect-ratio=\"0.79428571428571\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/top-cited-sources-for-ecommerce-niches.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Here\u2019s what this data tells you:<\/p>\n<ul>\n<li><strong>Reddit:<\/strong> Reddit is a top-cited source for nearly every industry. If people aren\u2019t discussing your brand in relevant subreddits, invest in <a title=\"Reddit Marketing in 3 Hours\/Week: From 0 Karma to Real Cred\" href=\"https:\/\/backlinko.com\/reddit-marketing\" target=\"_blank\" rel=\"noopener\">Reddit marketing<\/a>.<\/li>\n<li><strong>YouTube:<\/strong> It\u2019s another universal citation source. Video content from creators and users feeds into AI answers. That means having a YouTube presence can be a huge visibility lever for most ecommerce verticals.<\/li>\n<li><strong>Category-specific platforms:<\/strong> Generic sources like Amazon appear everywhere. But niche platforms (like Petco, Barbend, Sephora) carry weight in their verticals.<\/li>\n<li><strong>Wikipedia:<\/strong> It\u2019s a top source for categories like outdoor gear, healthy drinks, and gadgets. This is where product context and category education matter a lot alongside the likes of specs and pricing.<\/li>\n<\/ul>\n<p>Going beyond these top-cited platforms, here are the kinds of content LLMs link to most frequently for ecommerce queries:<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Publisher_Listicles\"><\/span>Publisher Listicles<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>These are product roundups, buying guides, and comparison posts from established media outlets.<\/p>\n<p>For example, I asked ChatGPT for the best Bluetooth speaker recommendations.<\/p>\n<p>It cites publishers like TechRadar, Rtings.com, and Stereo Guide for this response.<\/p>\n<p>Getting featured in these listicles means you\u2019re part of the source material LLMs use to compile information.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"ChatGPT \u2013 Bluetooth speakers \u2013 Citations\" alt=\"ChatGPT \u2013 Bluetooth speakers \u2013 Citations\" data-aspect-ratio=\"1.0257142857143\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/chatgpt-bluetooth-speakers-citations.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>AI models use publisher listicles as sources because they:<\/p>\n<ul>\n<li>Compare multiple products in one place<\/li>\n<li>Refresh their recommendations periodically, providing recency signals<\/li>\n<li>Include specific, comparable details like price ranges, key specs, and pros\/cons lists<\/li>\n<li>Fulfill high editorial standards and so may appear more trustworthy than user-generated content<\/li>\n<\/ul>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"TechRadar \u2013 News best waterproof speaker\" alt=\"TechRadar \u2013 News best waterproof speaker\" data-aspect-ratio=\"0.96714285714286\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/techradar-news-best-waterproof-speaker.png\" loading=\"lazy\" \/><\/p><\/figure>\n<h3><span class=\"ez-toc-section\" id=\"Retailer_Product_Pages\"><\/span>Retailer Product Pages<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Retailers like Amazon, Walmart, and Target are among the most frequently cited sources for product queries.<\/p>\n<p>When I asked Perplexity about the NutriBullet Turbo, it cited the product pages from the likes of Walmart and Macy\u2019s.<\/p>\n<p>These PDPs provide structured data points like ratings, pricing, and key specs.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Perplexity \u2013 Cited product pages\" alt=\"Perplexity \u2013 Cited product pages\" data-aspect-ratio=\"1.1214285714286\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/perplexity-cited-product-pages.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>AI models often rely on these product pages because they:<\/p>\n<ul>\n<li>Include structured, machine-readable product data like specs, dimensions, materials, and pricing<\/li>\n<li>Aggregate hundreds or thousands of customer reviews as social proof<\/li>\n<li>Show real-time availability and pricing<\/li>\n<\/ul>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Walmart product pages\" alt=\"Walmart product pages\" data-aspect-ratio=\"1.1428571428571\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/walmart-product-pages.png\" loading=\"lazy\" \/><\/p><\/figure>\n<h3><span class=\"ez-toc-section\" id=\"Lab_Tests_and_Expert_Reviews\"><\/span>Lab Tests and Expert Reviews<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>In-depth product testing content from experts is another important source for citations.<\/p>\n<p>These websites test products systematically and publish detailed findings.<\/p>\n<p>LLMs can then use this empirical data as the basis for their responses.<\/p>\n<p>For example, I asked Claude to find the best mattress for side sleepers.<\/p>\n<p>The tool references sites like NapLab, Consumer Reports, and Sleep Foundation for data-backed recommendations.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Claude \u2013 Data backed recommendations\" alt=\"Claude \u2013 Data backed recommendations\" data-aspect-ratio=\"0.75285714285714\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/claude-data-backed-recommendations.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>AI models consider lab test or expert review content for citations because they:<\/p>\n<ul>\n<li>Compare products against consistent criteria and benchmarks<\/li>\n<li>Show credibility with independent, systematic evaluation processes<\/li>\n<li>Include measurable data to explain their top-ranked recommendations<\/li>\n<li>Periodically update their recommendations to offer fresh, authoritative data<\/li>\n<\/ul>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"NapLab \u2013 Content for AI models citations\" alt=\"NapLab \u2013 Content for AI models citations\" data-aspect-ratio=\"1.01\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/naplab-content-for-ai-models-citations.png\" loading=\"lazy\" \/><\/p><\/figure>\n<h3><span class=\"ez-toc-section\" id=\"Reddit_Threads_and_Community_Discussions\"><\/span>Reddit Threads and Community Discussions<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Conversations on Reddit, Facebook groups, and YouTube comments frequently appear in AI responses.<\/p>\n<p>This is especially true for subjective queries like \u201cIs X worth it?\u201d or \u201cWhat do people actually think about Y?\u201d<\/p>\n<p>I tested this myself by asking Perplexity whether the Instant Pot Duo is worth buying.<\/p>\n<p>It pulled insights from multiple Reddit threads, a Facebook group, and a YouTube video to respond based on real user input.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Perplexity \u2013 Pulled insights\" alt=\"Perplexity \u2013 Pulled insights\" data-aspect-ratio=\"1.13\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/perplexity-pulled-insights.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Brands that get mentioned positively across multiple Reddit threads build \u201ccultural proof.\u201d<\/p>\n<p>And those organic discussions about your brand feed directly into AI training data and real-time search results.<\/p>\n<p>AI models pull from these communities because they:<\/p>\n<ul>\n<li>Present an aggregated sentiment from community discussions<\/li>\n<li>Contain contrasting opinions and insights to objectively review products<\/li>\n<li>Show different use cases and pain points that a product can tackle<\/li>\n<li>Highlight a product\u2019s pros and cons based on firsthand experience<\/li>\n<\/ul>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Reddit \u2013 Instantpot Subreddit\" alt=\"Reddit \u2013 Instantpot Subreddit\" data-aspect-ratio=\"2.2642857142857\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/reddit-instantpot-subreddit.png\" loading=\"lazy\" \/><\/p><\/figure>\n<h3><span class=\"ez-toc-section\" id=\"Comparison_Posts\"><\/span>Comparison Posts<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Content that compares two or more products can also help LLMs find the right brands to mention in their response.<\/p>\n<p>When I ask AI Mode for alternatives to the supplement brand Athletic Greens, it mentions five options.<\/p>\n<p>The sources include several comparison articles (alongside some roundups).<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"AI Mode \u2013 Comparison articles\" alt=\"AI Mode \u2013 Comparison articles\" data-aspect-ratio=\"0.80571428571429\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/ai-mode-comparison-articles.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Being included in this type of content (even if you\u2019re not the winner) can help build your visibility.<\/p>\n<p>This could be Brand A vs. Brand B blog posts, YouTube videos, review sites, and social media discussions.<\/p>\n<p>AI models refer to these resources because they:<\/p>\n<ul>\n<li>Answer buyers\u2019 questions by comparing two or more products<\/li>\n<li>Focus on decision-making criteria and help people make informed decisions<\/li>\n<\/ul>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Garage Gym Reviews \u2013 Athletic Greens Alternatives\" alt=\"Garage Gym Reviews \u2013 Athletic Greens Alternatives\" data-aspect-ratio=\"0.93428571428571\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/garagegymreviews-athletic-greens-alternatives.png\" loading=\"lazy\" \/><\/p><\/figure>\n<div class=\"sc-quote alert blue-box font-georgia type-normal transparent-img-bg\">\n<div class=\"media\">\n<figure class=\"sc-picture media-left hidden-sm-down\">\n            <img decoding=\"async\" src=\"https:\/\/backlinko.com\/app\/uploads\/2024\/06\/icon-further-reading.png\" alt=\"| Craig Hordlow\" loading=\"lazy\" title=\"| Craig Hordlow\">        <\/figure>\n<div class=\"media-body\">\n<blockquote class=\"sc-quote\">\n<p><strong>Learn more:<\/strong> <a title=\"LLM Seeding: A New Strategy to Get Mentioned and Cited by LLMs\" href=\"https:\/\/backlinko.com\/llm-seeding\" target=\"_blank\" rel=\"noopener\">LLM Seeding: A New Strategy to Get Mentioned and Cited by LLMs<\/a><\/p>\n<\/blockquote>\n<div class=\"media\">\n<figure class=\"sc-picture media-left hidden-md-up\">\n                    <img decoding=\"async\" src=\"https:\/\/backlinko.com\/app\/uploads\/2024\/06\/icon-further-reading.png\" alt=\"| Craig Hordlow\" loading=\"lazy\" title=\"| Craig Hordlow\">                <\/figure>\n<p>                                <cite class=\"sc-name media-body media-middle\"><br \/>\n                                    <\/cite>\n            <\/p><\/div>\n<\/div>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"What_This_Shift_Means_for_Your_Ecommerce_Brand\"><\/span>What This Shift Means for Your Ecommerce Brand<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Let\u2019s now consider the business impact of this AI search setup for your ecommerce brand.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"The_Compressed_Buyer_Journey\"><\/span>The Compressed Buyer Journey<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>The traditional ecommerce funnel was built on multiple touchpoints.<\/p>\n<p>A shopper might:<\/p>\n<ul>\n<li>Google a product category<\/li>\n<li>Read reviews on multiple different sites<\/li>\n<li>Check Reddit and YouTube<\/li>\n<li>Visit brand websites to compare prices<\/li>\n<li>Return days later to buy<\/li>\n<\/ul>\n<p>Each step was an opportunity for your brand to show up, make an impression, and win their trust.<\/p>\n<p>For a lot of purchase decisions, AI search collapses this entire journey into a single interaction.<\/p>\n<p>The same shoppers can now go to AI tools and ask, \u201cWhat\u2019s the best air fryer for a small kitchen?\u201d<\/p>\n<p>They get a single response with buying criteria, product recommendations, pricing, ratings, and more.<\/p>\n<figure class=\"backlinko-image__visual-chart backlinko-image\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Old Ecommerce Buyer Journey vs. AI Powered\" alt=\"Old Ecommerce Buyer Journey vs. AI Powered\" data-aspect-ratio=\"0.82285714285714\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/old-ecommerce-buyer-journey-vs-ai-powered.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Now, clearly this isn\u2019t going to happen for every purchase decision. These tools are still new for one thing, and it takes a lot to majorly shift buyer behavior. (And of course, <a title=\"Is SEO Dead in 2025?\" href=\"https:\/\/backlinko.com\/is-seo-dead\" target=\"_blank\" rel=\"noopener\">SEO is not dead<\/a>.)<\/p>\n<p>But discovery, evaluation, and consideration CAN all happen in one response now. The AI agent performs the research labor.<\/p>\n<p>That means you have fewer chances to influence buyers.<\/p>\n<p>In the past, if a shopper didn\u2019t discover you in organic search, they might find you through a review site, a Reddit thread, or a retargeting ad.<\/p>\n<p>In other words: You could lose the first touchpoint and still win the sale three touchpoints later.<\/p>\n<p>With AI search, you might only get one shot: the initial response.<\/p>\n<p>For many ecommerce queries, AI tools give you a curated list of options. If you\u2019re not in that initial answer, you don\u2019t exist in the decision process.<\/p>\n<p>As AI platforms make it easy for shoppers to <a title=\"ChatGPT Shopping: \" href=\"https:\/\/backlinko.com\/chatgpt-shopping-optimization\" target=\"_blank\" rel=\"noopener\">buy directly within the chat<\/a>, you often won\u2019t get a second chance.<\/p>\n<div class=\"sc-quote alert blue-box font-georgia type-normal transparent-img-bg\">\n<div class=\"media\">\n<figure class=\"sc-picture media-left hidden-sm-down\">\n            <img decoding=\"async\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/03\/icon-remember-v2.png\" alt=\"| Craig Hordlow\" loading=\"lazy\" title=\"| Craig Hordlow\">        <\/figure>\n<div class=\"media-body\">\n<blockquote class=\"sc-quote\">\n<p><strong>Take action:<\/strong> Build an AI search strategy using our <a title=\"How to Rank in AI Search (New Strategy &amp; Framework)\" href=\"https:\/\/backlinko.com\/ai-search-strategy\" target=\"_blank\" rel=\"noopener\">Seen &amp; Trusted Brand Framework<\/a> to increase the probability of your brand getting featured in AI responses.<\/p>\n<\/blockquote>\n<div class=\"media\">\n<figure class=\"sc-picture media-left hidden-md-up\">\n                    <img decoding=\"async\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/03\/icon-remember-v2.png\" alt=\"| Craig Hordlow\" loading=\"lazy\" title=\"| Craig Hordlow\">                <\/figure>\n<p>                                <cite class=\"sc-name media-body media-middle\"><br \/>\n                                    <\/cite>\n            <\/p><\/div>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"The_Visibility_Paradox\"><\/span>The Visibility Paradox<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Your brand might frequently show up in AI search. But your analytics show flat traffic and zero conversions traced back to AI tools.<\/p>\n<p>Here\u2019s why:<\/p>\n<p>Not all AI visibility is created equal.<\/p>\n<p>Your brand can appear in 10 different AI responses and drive 10 completely different business outcomes.<\/p>\n<p>It all depends on how you\u2019re presented.<\/p>\n<p>Here\u2019s what the visibility spectrum actually looks like for ecommerce brands:<\/p>\n<div class=\"table-responsive\">\n<table class=\"table table-primary table-striped table-hover\">\n<thead>\n<tr>\n<th scope=\"col\">Visibility Type<\/th>\n<th scope=\"col\">Example<\/th>\n<th scope=\"col\">Business Outcome<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td class=\"strong\" scope=\"row\" data-before=\"Visibility Type\">Mentioned without context<\/td>\n<td data-before=\"Example\">\u201cPopular air fryer brands include Ninja, Cosori, Instant Pot, and Philips.\u201d<\/td>\n<td data-before=\"Business Outcome\"><strong>Value:<\/strong> Brand awareness<br \/>\n<strong>Purchase Likelihood:<\/strong> Low<\/td>\n<\/tr>\n<tr>\n<td class=\"strong\" scope=\"row\" data-before=\"Visibility Type\">Mentioned with attributes<\/td>\n<td data-before=\"Example\">\u201cCosori is known for its large capacity and intuitive controls.\u201d<\/td>\n<td data-before=\"Business Outcome\"><strong>Value:<\/strong> Stronger positioning<br \/>\n<strong>Purchase Likelihood:<\/strong> Low-Medium<\/td>\n<\/tr>\n<tr>\n<td class=\"strong\" scope=\"row\" data-before=\"Visibility Type\">Cited as source<\/td>\n<td data-before=\"Example\">\u201cAccording to Cosori\u2019s specifications, the air fryer\u2019s temperature range is 170-400\u00b0F and includes a 2-year warranty.\u201d<\/td>\n<td data-before=\"Business Outcome\"><strong>Value:<\/strong> Credibility + potential traffic<br \/>\n<strong>Purchase Likelihood:<\/strong> Medium-High<\/td>\n<\/tr>\n<tr>\n<td class=\"strong\" scope=\"row\" data-before=\"Visibility Type\">Recommended<\/td>\n<td data-before=\"Example\">\u201cThe Cosori 5.8-quart model includes 11 presets, uses 85% less oil than deep frying, fits a 3-pound chicken, and costs around $120.\u201d<\/td>\n<td data-before=\"Business Outcome\"><strong>Value:<\/strong> Active consideration and purchase<br \/>\n<strong>Purchase Likelihood:<\/strong> High<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>That means getting mentioned is table stakes, not the end goal.<\/p>\n<p>Building brand awareness without differentiation just makes you a part of the crowd.<\/p>\n<p>To drive real sales, you need to earn citations and product recommendations.<\/p>\n<p>The brands winning in AI search are:<\/p>\n<ul>\n<li>Cited as trustworthy sources<\/li>\n<li>Recommended for specific use cases<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Attribution_Gets_Murky\"><\/span>Attribution Gets Murky<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>When shoppers find products through AI but buy elsewhere, analytics tools can\u2019t track the whole journey.<\/p>\n<p>This creates two problems:<\/p>\n<ul>\n<li><strong>You can\u2019t prove the ROI of AI search:<\/strong> Even if AI mentions are driving consideration, you\u2019ll get zero or limited data on that. You won\u2019t see the prompt the user asked or the response from the tool.<\/li>\n<li><strong>You can\u2019t optimize what you can\u2019t measure:<\/strong> When you don\u2019t know how people are discovering you in AI answers, you can\u2019t A\/B test your way to better visibility. The feedback loop is broken.<\/li>\n<\/ul>\n<p>Tools like <a title=\"Semrush AI Visibility | Win Every Search. From Traditional SEO to AI Discovery\" href=\"https:\/\/www.semrush.com\/ai-seo\/overview\/\" target=\"_blank\" rel=\"noopener\">Semrush\u2019s AI SEO Toolkit<\/a> are closing this gap by showing how your brand and competitors appear in AI search.<\/p>\n<p>I used the tool to check the AI visibility and search performance for Vuori, an athleisure brand.<\/p>\n<p>The brand has a score of 76 against the industry average of 82, and is frequently mentioned AND cited in AI responses.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Semrush \u2013 Vuori Clothing \u2013 AI Visibility\" alt=\"Semrush \u2013 Vuori Clothing \u2013 AI Visibility\" data-aspect-ratio=\"0.90714285714286\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/semrush-vuoriclothing-ai-visibility.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>The toolkit also identifies specific prompts where your brand is mentioned or missing.<\/p>\n<p>This makes it easy to spot exactly which type of queries are driving visibility and which represent missed opportunities.<\/p>\n<p>For example, here\u2019s a list of prompts where LLMs don\u2019t feature Vuori, but do mention its competitors.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Semrush \u2013 Vuori Clothing \u2013 Topics &amp; Sources\" alt=\"Semrush \u2013 Vuori Clothing \u2013 Topics &amp; Sources\" data-aspect-ratio=\"0.78857142857143\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/semrush-vuoriclothing-topics-and-sources.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Go to the \u201c<strong>Cited Sources<\/strong>\u201d tab to find out the websites that LLMs most commonly refer to for your industry-related queries.<\/p>\n<p>For Vuori, it\u2019s sites like Reddit, Men\u2019s Health, Forbes, and more.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Semrush \u2013 Vuori Clothing \u2013 Cited Sources\" alt=\"Semrush \u2013 Vuori Clothing \u2013 Cited Sources\" data-aspect-ratio=\"0.94\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/semrush-vuoriclothing-cited-sources.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>The \u201c<strong>Source Opportunities<\/strong>\u201d tab will give you a list of key sites that mention your competitors, but not you. These are sites you should aim to get your brand included on.<\/p>\n<p>Besides tracking your own AI visibility, the AI SEO Toolkit also lets you monitor your competitors\u2019 performance on AI platforms.<\/p>\n<p>The \u201c<strong>Competitor Research<\/strong>\u201d report compares you to your biggest competitors in terms of overall AI visibility.<\/p>\n<p>It also highlights topics and prompts where other brands are featured, but you aren\u2019t.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Semrush AI SEO Competitor Research \u2013 Vuori Clothing\" alt=\"Semrush AI SEO Competitor Research \u2013 Vuori Clothing\" data-aspect-ratio=\"0.95571428571429\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/semrush-ai-seo-competitor-research-vuoriclothing.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Learn more about how these tools can help you boost your visibility with <a title=\"Semrush AI Visibility: How to Audit Your AI Search Presence\" href=\"https:\/\/backlinko.com\/ai-seo\" target=\"_blank\" rel=\"noopener\">our full Semrush AI SEO Toolkit guide<\/a>.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Example_of_a_Brand_Thats_Winning_in_AI_Search_Caraway\"><\/span>Example of a Brand That\u2019s Winning in AI Search: Caraway<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>If you want to see what winning in AI search actually looks like, look at the cookware brand, Caraway.<\/p>\n<p>When you ask AI about the \u201cbest bakeware set\u201d or the \u201cbest ceramic pans,\u201d Caraway almost always makes the shortlist.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"ChatGPT &amp; Perplexity \u2013 Collage\" alt=\"ChatGPT &amp; Perplexity \u2013 Collage\" data-aspect-ratio=\"1.96\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/chatgpt-and-perplexity-collage.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Data from Semrush\u2019s AI SEO Toolkit shows that Caraway also outweighs its biggest competitors in AI visibility.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Competitor Research \u2013 Caraway Home \u2013 AI Visibility\" alt=\"Competitor Research \u2013 Caraway Home \u2013 AI Visibility\" data-aspect-ratio=\"0.61\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/competitor-research-carawayhome-ai-visibility.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Let\u2019s break down how Caraway built this advantage.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Showing_Up_Where_LLMs_Look\"><\/span>Showing Up Where LLMs Look<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Caraway is frequently featured on publishers like Taste of Home, Good Housekeeping, and Food and Wine.<\/p>\n<p>These are the actual sources LLMs cite when constructing answers about cookware-related queries.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"ChatGPT \u2013 Top Ceramic Cookware Set Picks\" alt=\"ChatGPT \u2013 Top Ceramic Cookware Set Picks\" data-aspect-ratio=\"0.82714285714286\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/chatgpt-top-ceramic-cookware-set-picks.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>For example, here\u2019s a paragraph from the Food and Wine article ChatGPT cited as a source, which mentions the attributes ChatGPT used in its recommendation:<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Food &amp; Wine \u2013 Attributes ChatGPT used in its recommendation\" alt=\"Food &amp; Wine \u2013 Attributes ChatGPT used in its recommendation\" data-aspect-ratio=\"0.62333333333333\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/foodandwine-attributes-chatgpt-used-in-its-recommendation.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Caraway also earns mentions through organic discussions on Reddit, Quora, and kitchen forums.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Reddit \u2013 Caraway search\" alt=\"Reddit \u2013 Caraway search\" data-aspect-ratio=\"1.2628571428571\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/reddit-caraway-search.png\" loading=\"lazy\" \/><\/p><\/figure>\n<h3><span class=\"ez-toc-section\" id=\"Retailer_Evidence_That_AI_Can_Cite\"><\/span>Retailer Evidence That AI Can Cite<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Caraway\u2019s clean Amazon Brand Store and on-site product pages also make it easily citable.<\/p>\n<p>These product listings and pages give LLMs concrete signals like:<\/p>\n<ul>\n<li>Multiple in-stock SKUs with visible sales velocity (\u201c500+ bought in the past month\u201d)<\/li>\n<li>Product rating and volume<\/li>\n<li>Rich media files<\/li>\n<\/ul>\n<p>These retailer PDPs become credible sources for verifying pricing, availability, or product specs.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Amazon \u2013 Caraway\" alt=\"Amazon \u2013 Caraway\" data-aspect-ratio=\"1.2128571428571\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/amazon-caraway.png\" loading=\"lazy\" \/><\/p><\/figure>\n<h3><span class=\"ez-toc-section\" id=\"Strong_Affiliate_Presence\"><\/span>Strong Affiliate Presence<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Caraway also runs an affiliate program, and the brand makes it frictionless for publishers to feature its products through:<\/p>\n<ul>\n<li><strong>Affiliate networks:<\/strong> Links are available through major networks like Skimlinks and Sovrn\/Commerce<\/li>\n<li><strong>Amazon compatibility:<\/strong> Editors can also use Amazon Associates links for Caraway\u2019s stocked SKUs<\/li>\n<li><strong>Affiliate-safe pages:<\/strong> Product detail pages feature clean URLs, consistent pricing, and stock availability<\/li>\n<li><strong>Reviewer support:<\/strong> The brand provides an affiliate kit, including link types, banner ads, text links, and email copy<\/li>\n<\/ul>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Caraway \u2013 Affiliate Perks\" alt=\"Caraway \u2013 Affiliate Perks\" data-aspect-ratio=\"0.56\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/caraway-affiliate-perks.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>This all makes it easy for Caraway to work with influencers and other publishers to promote its products. And these publishers can then appear as citations when AI tools make their recommendations.<\/p>\n<p>For example, all the highlighted sources in the ChatGPT conversation below contain Caraway affiliate links:<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"ChatGPT \u2013 Caraway \u2013 Affiliate links\" alt=\"ChatGPT \u2013 Caraway \u2013 Affiliate links\" data-aspect-ratio=\"1.31\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/chatgpt-caraway-affiliate-links.png\" loading=\"lazy\" \/><\/p><\/figure>\n<h3><span class=\"ez-toc-section\" id=\"Part_of_the_Category_Narrative\"><\/span>Part of the Category Narrative<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Many style media and mainstream outlets reference Caraway in their content.<\/p>\n<p>Here\u2019s a recent example from an Architectural Digest interview featuring the cookware set as an essential kitchen item.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Arhitectural Digest \u2013 Featuring the cookware\" alt=\"Arhitectural Digest \u2013 Featuring the cookware\" data-aspect-ratio=\"0.85428571428571\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/11\/arhitectural-digest-featuring-the-cookware.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>This creates more authority for the brand in the cookware and kitchen category.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Make_AI_Work_for_Your_Ecommerce_Brand\"><\/span>Make AI Work for Your Ecommerce Brand<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>You now know how the game works and who\u2019s winning. It\u2019s your turn to play it.<\/p>\n<p>But there\u2019s a lot to do.<\/p>\n<p>Making your site readable by LLMs, opmtimizing your structured data, and setting up automated product feeds are just stratching the surface.<\/p>\n<p>Our comprehensive <a title=\"7 Steps to Optimize Your Ecommerce Store for AI Search\" href=\"https:\/\/backlinko.com\/ecommerce-aio\" target=\"_blank\" rel=\"noopener\">Ecommerce AIO Guide<\/a> gives you alll of the actionable tactics to consistently show up in AI results.<\/p>\n<p>The post <a href=\"https:\/\/backlinko.com\/ecommerce-ai\" target=\"_blank\" rel=\"noopener\">How Ecommerce Brands Actually Get Discovered In AI Search<\/a> appeared first on <a href=\"https:\/\/backlinko.com\/\" target=\"_blank\" rel=\"noopener\">Backlinko<\/a>.<\/p>","protected":false},"excerpt":{"rendered":"<p>AI search is reshaping how ecommerce brands get discovered. One week, your products show up in ChatGPT. The next week, they\u2019re replaced by competitors. For many brands, this uncertainty can feel overwhelming. Organic visibility now depends less on rankings and keywords, and more on how LLMs gather information, which platforms they rely on, and what signals help them highlight your brand. In this guide, I\u2019ll explain this crucial shift in detail. I\u2019ll unpack: What actually shapes visibility inside AI answers The business impact of compressed buyer [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":14825,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"h5ap_radio_sources":[],"cybocfi_hide_featured_image":"","footnotes":""},"categories":[8],"tags":[],"class_list":["post-14824","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-backlinko"],"featured_image_src":"https:\/\/craighordlow.com\/wp-content\/uploads\/2025\/11\/claude-brand-mentions-xGwpdP-600x400.png","featured_image_src_square":"https:\/\/craighordlow.com\/wp-content\/uploads\/2025\/11\/claude-brand-mentions-xGwpdP-600x600.png","author_info":{"display_name":false,"author_link":"https:\/\/craighordlow.com\/author\/craig\/"},"_links":{"self":[{"href":"https:\/\/craighordlow.com\/index.php\/wp-json\/wp\/v2\/posts\/14824","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/craighordlow.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/craighordlow.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/craighordlow.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/craighordlow.com\/index.php\/wp-json\/wp\/v2\/comments?post=14824"}],"version-history":[{"count":0,"href":"https:\/\/craighordlow.com\/index.php\/wp-json\/wp\/v2\/posts\/14824\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/craighordlow.com\/index.php\/wp-json\/wp\/v2\/media\/14825"}],"wp:attachment":[{"href":"https:\/\/craighordlow.com\/index.php\/wp-json\/wp\/v2\/media?parent=14824"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/craighordlow.com\/index.php\/wp-json\/wp\/v2\/categories?post=14824"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/craighordlow.com\/index.php\/wp-json\/wp\/v2\/tags?post=14824"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}