{"id":15390,"date":"2026-03-05T20:45:50","date_gmt":"2026-03-05T20:45:50","guid":{"rendered":"https:\/\/craighordlow.com\/index.php\/2026\/03\/05\/how-to-optimize-your-product-pages-for-ai-visibility\/"},"modified":"2026-03-05T20:45:50","modified_gmt":"2026-03-05T20:45:50","slug":"how-to-optimize-your-product-pages-for-ai-visibility","status":"publish","type":"post","link":"https:\/\/craighordlow.com\/index.php\/2026\/03\/05\/how-to-optimize-your-product-pages-for-ai-visibility\/","title":{"rendered":"How to Optimize Your Product Pages for AI Visibility"},"content":{"rendered":"<p>AI has changed the way people shop.<\/p>\n<p><a title=\"71% of consumers want generative AI integrated into...\" href=\"https:\/\/www.capgemini.com\/news\/press-releases\/71-of-consumers-want-generative-ai-integrated-into-their-shopping-experiences\/\" target=\"_blank\" rel=\"noopener\">58% of consumers<\/a> now use GenAI tools instead of traditional search to find products.<\/p>\n<p>Imagine your customer runs a simple query in Google\u2019s AI Mode: \u201cWinter jackets for women.\u201d<\/p>\n<p>Instead of a long list of links, they get direct product recommendations \u2014 alongside:<\/p>\n<ul>\n<li>Descriptions of features and best use cases<\/li>\n<li>Ratings and reviews<\/li>\n<li>Editorial sites that mention the product<\/li>\n<li>Direct comparisons with top competitors<\/li>\n<\/ul>\n<p>All in one response.<\/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=\"Google AI Mode \u2013Best winter jackets for women\" alt=\"Google AI Mode \u2013Best winter jackets for women\" data-aspect-ratio=\"1.1628571428571\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/google-ai-mode-best-winter-jackets-for-women.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Which raises an obvious question:<\/p>\n<p>Why do some products show up, while others are ignored entirely?<\/p>\n<p>Many factors influence AI recommendations.<\/p>\n<p>But one of the most important \u2014 and most controllable \u2014 is your product pages.<\/p>\n<p>In basic terms, AI needs to understand what your product is and who it\u2019s for.<\/p>\n<p>When that information is clear, structured, and specific, your products have a much better chance of appearing in AI results.<\/p>\n<p>In this guide, we\u2019ll break down how AI evaluates product pages, and which elements matter most.<\/p>\n<p>Plus, we\u2019ll see how leading ecommerce brands structure their pages to get recommended.<\/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-tip.png\" alt=\"| Craig Hordlow\" loading=\"lazy\" title=\"| Craig Hordlow\">        <\/figure>\n<div class=\"media-body\">\n<blockquote class=\"sc-quote\">\n<p><strong>Free checklist:<\/strong> To get a head start, download our <a title=\"Product Page AI Optimization Checklist by Backlinko\" href=\"https:\/\/docs.google.com\/spreadsheets\/d\/1swJfGPLVkggRHZqUlNsxE0kWLFpoBlY2K0lUVcv_CB4\/copy\" target=\"_blank\" rel=\"noopener\">Product Page AI Optimization Checklist<\/a>. It includes everything you need to get more product mentions in AI platforms.<\/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-tip.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<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\/2026\/03\/05\/how-to-optimize-your-product-pages-for-ai-visibility\/#How_AI_Models_%E2%80%9CThink%E2%80%9D_About_Product_Pages\" >How AI Models \u201cThink\u201d About Product Pages<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/craighordlow.com\/index.php\/2026\/03\/05\/how-to-optimize-your-product-pages-for-ai-visibility\/#6_Essential_Elements_of_a_Product_Page_for_AI_Visibility\" >6 Essential Elements of a Product Page for AI Visibility<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/craighordlow.com\/index.php\/2026\/03\/05\/how-to-optimize-your-product-pages-for-ai-visibility\/#1_Clear_Product_Descriptions_with_Semantic_Language\" >1. Clear Product Descriptions with Semantic Language<\/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\/2026\/03\/05\/how-to-optimize-your-product-pages-for-ai-visibility\/#2_Pricing_and_Availability_in_Real-Time_Feeds\" >2. Pricing and Availability in Real-Time Feeds<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/craighordlow.com\/index.php\/2026\/03\/05\/how-to-optimize-your-product-pages-for-ai-visibility\/#3_Ratings_and_Reviews\" >3. Ratings and Reviews<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/craighordlow.com\/index.php\/2026\/03\/05\/how-to-optimize-your-product-pages-for-ai-visibility\/#4_Contextual_Use_Cases\" >4. Contextual Use Cases<\/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\/2026\/03\/05\/how-to-optimize-your-product-pages-for-ai-visibility\/#5_Awards_and_Certifications\" >5. Awards and Certifications<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/craighordlow.com\/index.php\/2026\/03\/05\/how-to-optimize-your-product-pages-for-ai-visibility\/#6_Structured_Attributes_and_Schema_Markup\" >6. Structured Attributes and Schema Markup<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/craighordlow.com\/index.php\/2026\/03\/05\/how-to-optimize-your-product-pages-for-ai-visibility\/#AI_Visibility_Essentials_for_Product_Pages_By_Industry\" >AI Visibility Essentials for Product Pages (By Industry)<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/craighordlow.com\/index.php\/2026\/03\/05\/how-to-optimize-your-product-pages-for-ai-visibility\/#Fashion_Brands\" >Fashion Brands<\/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\/2026\/03\/05\/how-to-optimize-your-product-pages-for-ai-visibility\/#Health_and_Wellness_Products\" >Health and Wellness Products<\/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\/2026\/03\/05\/how-to-optimize-your-product-pages-for-ai-visibility\/#Electronics\" >Electronics<\/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\/2026\/03\/05\/how-to-optimize-your-product-pages-for-ai-visibility\/#Home_and_Furniture_Brands\" >Home and Furniture Brands<\/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\/2026\/03\/05\/how-to-optimize-your-product-pages-for-ai-visibility\/#Outdoor_and_Sports_Equipment\" >Outdoor and Sports Equipment<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/craighordlow.com\/index.php\/2026\/03\/05\/how-to-optimize-your-product-pages-for-ai-visibility\/#Baby_Products\" >Baby Products<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/craighordlow.com\/index.php\/2026\/03\/05\/how-to-optimize-your-product-pages-for-ai-visibility\/#Increase_Your_Product_Page_Visibility_in_AI_Search\" >Increase Your Product Page Visibility in AI Search<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"How_AI_Models_%E2%80%9CThink%E2%80%9D_About_Product_Pages\"><\/span>How AI Models \u201cThink\u201d About Product Pages<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Ever wondered how <a title=\"23 Best Large Language Models (LLMs)\" href=\"https:\/\/backlinko.com\/list-of-llms\" target=\"_blank\" rel=\"noopener\">large language models<\/a> (LLMs) choose which products to surface in answers?<\/p>\n<p>While there\u2019s a lot at play, you can basically narrow it down to two factors:<\/p>\n<ul>\n<li><strong>Consistency:<\/strong> Information about your brand and products matches across your website and third-party sites<\/li>\n<li><strong>Consensus:<\/strong> Multiple reputable sources validate your product\u2019s quality, use cases, and performance. This includes reviews on your product pages and third-party sites.<\/li>\n<\/ul>\n<p>For LLMs to confidently cite a product page, they need <strong>consistent<\/strong>, up-to-date information.<\/p>\n<p>AI models analyze product pages to pull details that help them answer user queries.<\/p>\n<p>Remember, AI queries don\u2019t look like a regular search.<\/p>\n<p>Prompts are often highly specific requests for products that fit a clear use case or situation.<\/p>\n<p>Example: What are the best women\u2019s road racing shoes for a 10K in Ireland?<\/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  Best women\u2019s racing shoes\" alt=\"ChatGPT \u2013 Best women's racing shoes\" data-aspect-ratio=\"0.91571428571429\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/chatgpt-best-womens-racing-shoes.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>AI looks for product pages that clearly communicate:<\/p>\n<ul>\n<li>What the product is<\/li>\n<li>What it\u2019s used for<\/li>\n<li>Who uses it<\/li>\n<li>In what situations it can be used<\/li>\n<\/ul>\n<p>This helps the system understand your product in the context of user queries.<\/p>\n<p>Take this Nike road racing shoe product page, for example.<\/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=\"Nike \u2013 Women\u2019s Road Racing Shoes\" alt=\"Nike \u2013 Women's Road Racing Shoes\" data-aspect-ratio=\"1.7714285714286\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/nike-womens-road-racing-shoes.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>AI systems understand when and how to recommend this product because it contains details like:<\/p>\n<ul>\n<li><strong>What the product is:<\/strong> \u201cWomen\u2019s Road Racing Shoes\u201d<\/li>\n<li><strong>Who should use it and when:<\/strong> Racing-related language like \u201cmarathon\u201d and \u201crace day shoe\u201d makes it clear this product is for racing<\/li>\n<\/ul>\n<p>When I searched \u201cbest road racing shoes for women\u201d in AI Mode, it recommended Nike\u2019s Alphafly.<\/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=\"Google AI Mode \u2013Best road racing shoes for women\" alt=\"Google AI Mode \u2013Best road racing shoes for women\" data-aspect-ratio=\"0.98142857142857\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/google-ai-mode-best-road-racing-shoes-for-women.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>And where did the information it quoted come from?<\/p>\n<p>Nike\u2019s own product page.<\/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=\"Nike \u2013 Product page\" alt=\"Nike \u2013 Product page\" data-aspect-ratio=\"1.175\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/nike-product-page.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>AI models also look for <strong>consensus<\/strong> signals on product pages.<\/p>\n<p>This includes customer reviews and ratings.<\/p>\n<p>When AI analyzes reviews, it looks for patterns. This includes repeated mentions of specific use cases, features, or product benefits.<\/p>\n<p>For example, the Nike Alphafly is highly rated with plenty of reviews on the Nike website.<\/p>\n<p>Among other benefits, this improves its chances of being recommended by AI platforms.<\/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=\"Nike \u2013 Reviews\" alt=\"Nike \u2013 Reviews\" data-aspect-ratio=\"0.76857142857143\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/nike-reviews.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>But AI doesn\u2019t rely solely on product pages.<\/p>\n<p>It cross-references independent sources to back up claims about your products.<\/p>\n<p>In a similar search for racing shoes, I found that AI Mode cites various third-party sources to support its 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=\"Google AI Mode \u2013Best road racing shoes for women \u2013 Sources\" alt=\"Google AI Mode \u2013Best road racing shoes for women \u2013 Sources\" data-aspect-ratio=\"0.80714285714286\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/google-ai-mode-best-road-racing-shoes-for-women-sources.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Like this one, that includes a review of Nike shoes, complete with product details.<\/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=\"RunToTheFinish \u2013 Best carbon plate running shoes\" alt=\"RunToTheFinish \u2013 Best carbon plate running shoes\" data-aspect-ratio=\"0.85818181818182\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/runtothefinish-best-carbon-plate-running-shoes.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Product pages are one piece of the <a title=\"AI Optimization: How to Rank in AI Search (+ Checklist)\" href=\"https:\/\/backlinko.com\/ai-optimization\" target=\"_blank\" rel=\"noopener\">AI visibility<\/a> puzzle.<\/p>\n<p>But they create the foundation AI systems need to confidently recommend your products.<\/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>Further reading:<\/strong> Learn how LLMs recommend brands in <a title=\"AI Visibility Index\" href=\"https:\/\/ai-visibility-index.semrush.com\/\" target=\"_blank\" rel=\"noopener\">Semrush\u2019s AI Visibility Index<\/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=\"6_Essential_Elements_of_a_Product_Page_for_AI_Visibility\"><\/span>6 Essential Elements of a Product Page for AI Visibility<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>You likely already have some (or all) of the elements below on your product pages.<\/p>\n<p>But for AI visibility, having them isn\u2019t enough.<\/p>\n<p>What matters is clarity, specificity, and structure.<\/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-note.png\" alt=\"| Craig Hordlow\" loading=\"lazy\" title=\"| Craig Hordlow\">        <\/figure>\n<div class=\"media-body\">\n<blockquote class=\"sc-quote\">\n<p><strong>Note:<\/strong> These elements aren\u2019t in any particular order: all are important for AI visibility.<\/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-note.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=\"1_Clear_Product_Descriptions_with_Semantic_Language\"><\/span>1. Clear Product Descriptions with Semantic Language<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>A clear product description explains more than what your product is. It spells out what it does, who it\u2019s for, and why someone would choose it.<\/p>\n<p>This matters for AI visibility because LLMs rely heavily on semantic retrieval.<\/p>\n<p>In other words, AI understands the intent and meaning behind queries. Not just exact-match keywords.<\/p>\n<p>For example, when someone searches for \u201cvacuum for pet hair,\u201d AI doesn\u2019t just look for that phrase.<\/p>\n<p>It also looks for semantically related terms. Things like \u201cstubborn hair,\u201d \u201ccarpets,\u201d \u201cpet odors,\u201d and \u201callergens.\u201d<\/p>\n<figure class=\"backlinko-image__visual-chart backlinko-image\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"How AI expands your query\" alt=\"How AI expands your query\" data-aspect-ratio=\"0.57571428571429\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/how-ai-expands-your-query.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>These terms help AI infer use cases, surface the right features, and decide when your product is a good fit.<\/p>\n<p>Including them on product pages improves your chances of appearing in <a title=\"Answer Engine Optimization (AEO): How to Win in AI Search\" href=\"https:\/\/backlinko.com\/answer-engine-optimization-aeo\" target=\"_blank\" rel=\"noopener\">AI-generated answers<\/a>.<\/p>\n<p>So, how do you find these terms?<\/p>\n<p>First, <strong>read forums<\/strong>, <strong>reviews<\/strong>, and <strong>social media conversations<\/strong>.<\/p>\n<p>Learn how people talk about the problems they\u2019re facing and the products they\u2019re using.<\/p>\n<p>Using our vacuum example, I dove into r\/VacuumCleaners. There, I found recurring phrases around weight, clogging, tangles, and flooring-specific concerns.<\/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 Best vacuum for pet hair\" alt=\"Reddit \u2013 Best vacuum for pet hair\" data-aspect-ratio=\"0.80285714285714\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/reddit-best-vacuum-for-pet-hair.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Next, <strong>conduct keyword research on related terms<\/strong>.<\/p>\n<p>This shows you how people actually phrase their searches.<\/p>\n<p>A tool like Semrush\u2019s Keyword Magic Tool is great for this task.<\/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-note.png\" alt=\"| Craig Hordlow\" loading=\"lazy\" title=\"| Craig Hordlow\">        <\/figure>\n<div class=\"media-body\">\n<blockquote class=\"sc-quote\">\n<p><strong>Note:<\/strong> A free Semrush account gives you 10 searches in the Keyword Magic Tool per day. Or you can use this link to access a <a title=\"Backlinko &amp; Semrush: 14-day PRO Trial\" href=\"https:\/\/www.semrush.com\/lp\/backlinko-offer\/en\/\" target=\"_blank\" rel=\"noopener\">14-day trial on a Semrush Pro subscription<\/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-note.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<p>Enter a keyword, such as \u201cpet hair vacuum.\u201d<\/p>\n<p>The tool will return a list of \u201cBroad Match\u201d queries, which contain variations of your keyword.<\/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=\"Keyword Magic Tool \u2013 Pet hair vacuum \u2013 Keywords\" alt=\"Keyword Magic Tool \u2013 Pet hair vacuum \u2013 Keywords\" data-aspect-ratio=\"0.95428571428571\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/keyword-magic-tool-pet-hair-vacuum-keywords.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Review the \u201cAll Keywords\u201d list on the left to find common themes.<\/p>\n<p>Then, check the monthly search volume for each term.<\/p>\n<p>In our example, we might use \u201chandheld,\u201d \u201ccarpet,\u201d and \u201chardwood\u201d as semantic keywords.<\/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=\"Keyword Magic Tool \u2013 Pet hair vacuum \u2013 Groups\" alt=\"Keyword Magic Tool \u2013 Pet hair vacuum \u2013 Groups\" data-aspect-ratio=\"0.95428571428571\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/keyword-magic-tool-pet-hair-vacuum-groups.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Collect a few key terms, and use them in product descriptions to explain what your product does.<\/p>\n<p>You can still be creative. Just don\u2019t sacrifice clarity.<\/p>\n<p>Here\u2019s what this looks like in practice.<\/p>\n<p>I asked AI Mode for the best lightweight vacuum for pet hair. One of the top recommendations was a Shark vacuum.<\/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=\"Google AI Mode \u2013 Best lightweight vacuum for pet hair\" alt=\"Google AI Mode \u2013 Best lightweight vacuum for pet hair\" data-aspect-ratio=\"0.86142857142857\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/google-ai-mode-best-lightweight-vacuum-for-pet-hair.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>User preferences and personal context aside, AI Mode recommended this product for a few reasons:<\/p>\n<p>For one, it has strong consensus signals from third-party reviews and editorial sites.<\/p>\n<p>(Which you can see from the sources on the right side.)<\/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=\"Google AI Mode \u2013 Best lightweight vacuum for pet hair \u2013 Sources\" alt=\"Google AI Mode \u2013 Best lightweight vacuum for pet hair \u2013 Sources\" data-aspect-ratio=\"0.72571428571429\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/google-ai-mode-best-lightweight-vacuum-for-pet-hair-sources.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>But let\u2019s also take a closer look at the product page.<\/p>\n<p>The product name alone \u2014 Shark UltraLight PetPro Corded Stick Vacuum \u2014 gives a core use case.<\/p>\n<p>It\u2019s meant for lightweight, pet-focused cleaning.<\/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=\"SharkNINJA \u2013 Shark Ultralight PetPro Corded Stick Vacuum\" alt=\"SharkNINJA \u2013 Shark Ultralight PetPro Corded Stick Vacuum\" data-aspect-ratio=\"1.0385714285714\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/sharkninja-shark-ultralight-petpro-corded-stick-vacuum.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>The product description reinforces that message with simple, specific language:<\/p>\n<ul>\n<li>Captures stubborn hair<\/li>\n<li>Works on carpets and floors<\/li>\n<li>Hand vac option<\/li>\n<li>Weighs less than three pounds<\/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=\"SharkNINJA \u2013 Shark Vacuum \u2013 Review\" alt=\"SharkNINJA \u2013 Shark Vacuum \u2013 Review\" data-aspect-ratio=\"0.828\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/sharkninja-shark-vacuum-review.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>That same phrasing shows up in the AI response.<\/p>\n<p>This strongly suggests AI Mode is pulling this information directly from Shark\u2019s product description for this vacuum.<\/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=\"Google AI Mode \u2013 Item description\" alt=\"Google AI Mode \u2013 Item description\" data-aspect-ratio=\"0.60857142857143\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/google-ai-mode-item-description.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p><strong>Bottom line:<\/strong> Customer-focused, use-case-driven language helps AI understand when to recommend your product.<\/p>\n<p>This increases your chances of appearing in AI search results.<\/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>Further reading:<\/strong> Need inspiration? Check out some of our favorite <a title=\"9 Ecommerce Website Examples to Copy for Better Results\" href=\"https:\/\/backlinko.com\/ecommerce-website-examples\" target=\"_blank\" rel=\"noopener\">ecommerce website examples<\/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<h3><span class=\"ez-toc-section\" id=\"2_Pricing_and_Availability_in_Real-Time_Feeds\"><\/span>2. Pricing and Availability in Real-Time Feeds<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>LLMs read product data from two places: your product pages and merchant feeds.<\/p>\n<p>If your site has accurate structured data, AI can use that. But crawlers don\u2019t run every minute. That means prices and stock can be stale.<\/p>\n<p>That\u2019s where a live product feed or API comes in.<\/p>\n<p>This includes Shopify\u2019s Catalog API, OpenAI\u2019s Product Feed Spec, and feeds submitted through Google\u2019s Merchant Center.<\/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-tip.png\" alt=\"| Craig Hordlow\" loading=\"lazy\" title=\"| Craig Hordlow\">        <\/figure>\n<div class=\"media-body\">\n<blockquote class=\"sc-quote\">\n<p><strong>Pro tip:<\/strong> OpenAI product feed submission is currently available only to approved partners. Fill out the <a title=\"Instant Checkout for merchants in ChatGPT\" href=\"https:\/\/chatgpt.com\/merchants\" target=\"_blank\" rel=\"noopener\">Merchant Application form<\/a> for consideration.<\/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=\"Google Merchant Center\" alt=\"Google Merchant Center\" data-aspect-ratio=\"0.64857142857143\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/google-merchant-center.png\" loading=\"lazy\" \/><\/p><\/figure>\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-tip.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<p>When you use these, AI search engines can fetch current prices and inventory on demand.<\/p>\n<p>That\u2019s the tech that powers real-time recommendations and <a title=\"ChatGPT Shopping: \" href=\"https:\/\/backlinko.com\/chatgpt-shopping-optimization\" target=\"_blank\" rel=\"noopener\">in-chat shopping<\/a> in ChatGPT and other AI platforms.<\/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  Full shoping destination\" alt=\"ChatGPT \u2013 Full shoping destination\" data-aspect-ratio=\"0.92285714285714\" src=\"https:\/\/backlinko.com\/app\/uploads\/2025\/10\/chatgpt-full-shoping-destination.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>More platforms are also adding this capability.<\/p>\n<p>Google is rolling out a <a title=\"New tech and tools for retailers to succeed in an agentic shopping era\" href=\"https:\/\/blog.google\/products\/ads-commerce\/agentic-commerce-ai-tools-protocol-retailers-platforms\/\" target=\"_blank\" rel=\"noopener\">Universal Commerce Protocol<\/a>.<\/p>\n<p>This feature brings buy-in-chat functionality to eligible product recommendations in AI Mode and <a title=\"Google Gemini vs ChatGPT: Which AI Assistant Wins\" href=\"https:\/\/backlinko.com\/gemini-vs-chatgpt\" target=\"_blank\" rel=\"noopener\">Gemini<\/a>.<\/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=\"Google \u2013 Universal Commerce Protocol\" alt=\"Google \u2013 Universal Commerce Protocol\" data-aspect-ratio=\"1.1142857142857\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/google-universal-commerce-protocol.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>But what if you don\u2019t use a product feed or API?<\/p>\n<p>LLMs can still find product information on public webpages. But it may be outdated.<\/p>\n<p>And that\u2019s a problem.<\/p>\n<p>AI platforms evaluate recency and consistency.<\/p>\n<p>Mismatched prices or outdated stock can hurt your AI visibility. In part, because it leads to a poor customer experience.<\/p>\n<p>\u200b\u200bTo see how this plays out in practice, I tested ChatGPT\u2019s \u201cShopping research\u201d mode.<\/p>\n<p>The AI asks questions to narrow results, including how much you want to spend.<\/p>\n<p>I told ChatGPT I was looking for a new couch. I specified both my budget and need for delivery to Massachusetts.<\/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  Use shopping research\" alt=\"ChatGPT \u2013 Use shopping research\" data-aspect-ratio=\"0.63142857142857\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/chatgpt-use-shopping-research.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>ChatGPT returned five options, all of which fit my budget and availability requirements.<\/p>\n<p>The \u201cBest overall\u201d option even highlighted that it was \u201cin stock for fast delivery\u201d to my state.<\/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  Returned options that fit\" alt=\"ChatGPT \u2013 Returned options that fit\" data-aspect-ratio=\"1.8657142857143\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/chatgpt-returned-options-that-fit.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>To further test how price affects results, I asked if any of the recommended couches were on sale.<\/p>\n<p>It narrowed down my options and provided sale pricing.<\/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  Narrowed down options &amp; provided prices\" alt=\"ChatGPT \u2013 Narrowed down options &amp; provided prices\" data-aspect-ratio=\"0.69142857142857\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/chatgpt-narrowed-down-options-and-provided-prices.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>ChatGPT only mentioned one couch as being on sale.<\/p>\n<p>To find out why, I reviewed the product pages for each recommendation. But only one clearly highlighted both the original and sale price.<\/p>\n<p>Walmart\u2019s product pages boldly showcase the previous price versus the discount.<\/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=\"Walmart \u2013 Previous prices versus discount\" alt=\"Walmart \u2013 Previous prices versus discount\" data-aspect-ratio=\"0.70142857142857\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/walmart-previous-prices-versus-discount.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>In its response, ChatGPT specifically mentioned that Walmart displays this info on its product page.<\/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  Currently on sale\" alt=\"ChatGPT \u2013 Currently on sale\" data-aspect-ratio=\"0.78\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/chatgpt-currently-on-sale.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Walmart also submits its product feeds to platforms like Google Merchant Center.<\/p>\n<p>So its pricing (both sale and original) is clear and current across platforms.<\/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=\"Google SERP \u2013 Grey couch with sleeper\" alt=\"Google SERP \u2013 Grey couch with sleeper\" data-aspect-ratio=\"1.3257142857143\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/google-serp-grey-couch-with-sleeper.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Product feeds and APIs keep your price and inventory fresh.<\/p>\n<p>When AI systems have access to this data, they can recommend your products when users narrow options by price, availability, or discounts.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Ratings_and_Reviews\"><\/span>3. Ratings and Reviews<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Many AI systems display ratings and reviews in product recommendations.<\/p>\n<p>In AI Mode, you can click a product recommendation and see reviews directly in the sidebar.<\/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=\"Google AI Mode \u2013 Reviews\" alt=\"Google AI Mode \u2013 Reviews\" data-aspect-ratio=\"0.71\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/google-ai-mode-reviews.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>ChatGPT also includes information from reviews.<\/p>\n<p>It often surfaces them as part of the response:<\/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  Includes information from reviews\" alt=\"ChatGPT \u2013 Includes information from reviews\" data-aspect-ratio=\"1.1271428571429\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/chatgpt-includes-information-from-reviews.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>But LLMs do more than show you reviews. They also weigh reviews and ratings when choosing recommendations.<\/p>\n<p>ChatGPT often includes labels like \u201cBudget-friendly\u201d or \u201cMost popular\u201d based on reviews.<\/p>\n<p><a title=\"Shopping with ChatGPT Search | OpenAI Help Center\" href=\"https:\/\/help.openai.com\/en\/articles\/11128490-shopping-with-chatgpt-search\" target=\"_blank\" rel=\"noopener\">OpenAI<\/a> has confirmed that answers may include summaries of the themes most commonly mentioned in reviews.<\/p>\n<p>That could mean pros, cons, and use cases pulled directly from reviews.<\/p>\n<p>Here\u2019s how that looks in practice when I search for warm winter hiking boots:<\/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  Section headings\" alt=\"ChatGPT \u2013 Section headings\" data-aspect-ratio=\"1.6828571428571\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/chatgpt-section-headings.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Ultimately, reviews on your product page don\u2019t just affect whether your product <a title=\"7 Steps to Optimize Your Ecommerce Store for AI Search\" href=\"https:\/\/backlinko.com\/ecommerce-aio\" target=\"_blank\" rel=\"noopener\">appears in AI search<\/a>.<\/p>\n<p>They can also influence how it\u2019s positioned.<\/p>\n<p>When AI systems analyze reviews, they look for consistency:<\/p>\n<ul>\n<li>Repeated mentions of specific use cases<\/li>\n<li>Commonly praised features<\/li>\n<li>Patterns in star ratings<\/li>\n<li>Shared language around benefits or problems<\/li>\n<\/ul>\n<p>The more clearly those patterns emerge, the easier it is for AI to confidently recommend \u2014 and describe \u2014 your product.<\/p>\n<p>This applies to reviews on your own product pages and on third-party sites.<\/p>\n<p>When I asked AI Mode for a hydrating cleanser for sensitive skin, the first recommendation was a product from CeraVe.<\/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=\"Google AI Mode \u2013 Hydrating cleanser for sensitive skin\" alt=\"Google AI Mode \u2013 Hydrating cleanser for sensitive skin\" data-aspect-ratio=\"0.84857142857143\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/google-ai-mode-hydrating-cleanser-for-sensitive-skin.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Interestingly, the product description itself doesn\u2019t explicitly emphasize \u201csensitive skin.\u201d<\/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=\"CeraVe \u2013 Hydrating Facial Cleanser\" alt=\"CeraVe \u2013 Hydrating Facial Cleanser\" data-aspect-ratio=\"0.78571428571429\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/cerave-hydrating-facial-cleanser.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>But the reviews on CeraVe\u2019s product page do.<\/p>\n<p>Here\u2019s what I noticed:<\/p>\n<ul>\n<li>Reviews are tagged with commonly mentioned phrases<\/li>\n<li>One of the most prominent tags is \u201csensitive skin\u201d<\/li>\n<li>There are over 100 reviews referencing sensitive skin \u2014 most of them positive<\/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=\"CeraVe \u2013 Hydrating Facial Cleanser \u2013 Reviews\" alt=\"CeraVe \u2013 Hydrating Facial Cleanser \u2013 Reviews\" data-aspect-ratio=\"0.90571428571429\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/cerave-hydrating-facial-cleanser-reviews.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Having reviews on every product page is a best practice that increases trust and authority.<\/p>\n<p>Encourage customers to leave detailed feedback by:<\/p>\n<ul>\n<li>Prompting for use cases in review forms<\/li>\n<li>Asking follow-up questions after purchase<\/li>\n<li>Offering light incentives (like a coupon) in exchange for honest reviews<\/li>\n<\/ul>\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-note.png\" alt=\"| Craig Hordlow\" loading=\"lazy\" title=\"| Craig Hordlow\">        <\/figure>\n<div class=\"media-body\">\n<blockquote class=\"sc-quote\">\n<p><strong>Note:<\/strong> The most important thing is that these reviews are real. Fake or AI-generated reviews may temporarily improve your brand\u2019s visibility in AI search. But they are never worth the long-term risk to your reputation.<\/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-note.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=\"4_Contextual_Use_Cases\"><\/span>4. Contextual Use Cases<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>AI search looks for explicit connections between what a product is and why someone needs it.<\/p>\n<p>So, your entire product page should explain when, why, and in what situations a product makes sense.<\/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=\"Apple \u2013 Macbook Air\" alt=\"Apple \u2013 Macbook Air\" data-aspect-ratio=\"0.85666666666667\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/apple-macbook-air.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>This requires a shift in how you think about product marketing.<\/p>\n<p>Instead of asking, \u201cWhat can this product do?\u201d<\/p>\n<p>Ask, \u201cIn what specific scenario would someone actively look for this?\u201d<\/p>\n<p>Start by identifying who buys your product and what triggers that purchase. If you don\u2019t already have this insight, customer interviews are your fastest path.<\/p>\n<p>Look for:<\/p>\n<ul>\n<li>The situation that prompted the search<\/li>\n<li>The alternatives they considered<\/li>\n<li>The constraint that mattered most (travel, space, safety, performance, etc.)<\/li>\n<\/ul>\n<p>Once you have this, choose one or two clear, specific use cases to feature on each product page.<\/p>\n<p>Don\u2019t just list all the possible ways your product can be used.<\/p>\n<p>AI isn\u2019t great at matching vague versatility.<\/p>\n<p>Instead, focus on the use cases that come up repeatedly in customer conversations. That way, AI can match your product to a specific intent.<\/p>\n<p>Let\u2019s look at an example for an electronics brand.<\/p>\n<p>This product page for Anker\u2019s 3-in-1 mobile charger states it\u2019s \u201cultra compact and travel friendly.\u201d<\/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=\"Anker \u2013 Products\" alt=\"Anker \u2013 Products\" data-aspect-ratio=\"0.66666666666667\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/anker-products.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>When I search for travel-friendly chargers on ChatGPT, Anker\u2019s 3-in-1 device is the top recommended product.<\/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  Travel friendly Chargers\" alt=\"ChatGPT \u2013 Travel friendly Chargers\" data-aspect-ratio=\"0.60285714285714\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/chatgpt-travel-friendly-chargers.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Obviously, this little charger is a great option for more than just travel.<\/p>\n<p>But by calling out that use case on the product page, it makes it easier for LLMs to recommend it in related queries.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"5_Awards_and_Certifications\"><\/span>5. Awards and Certifications<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>LLMs prioritize trustworthy, verifiable information when recommending products.<\/p>\n<p>One of the strongest ways to demonstrate that trust is to feature third-party validation on your product pages.<\/p>\n<p>This includes:<\/p>\n<ul>\n<li>Industry awards and \u201cbest of\u201d recognitions<\/li>\n<li>Third-party testing results<\/li>\n<li>Safety and quality certifications<\/li>\n<li>Sustainability or ethical production badges<\/li>\n<\/ul>\n<p>To see how much awards affect AI visibility, I analyzed 50 ecommerce brands in Semrush\u2019s <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\">AI Visibility Overview<\/a> tool.<\/p>\n<p>This included Samsung, Patagonia, Everlane, Caraway, and others.<\/p>\n<p>First, I identified brands with high AI Visibility scores.<\/p>\n<p>This is a Semrush metric that measures how often brands appear in AI-generated answers.<\/p>\n<p>I focused on brands scoring above their industry average. (This varies by industry, but is generally between 60 to 90.)<\/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 SEO Overview \u2013 Samsung\" alt=\"AI SEO Overview \u2013 Samsung\" data-aspect-ratio=\"0.91571428571429\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/ai-seo-overview-samsung.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Next, I looked at how many of the top-ranking brands feature awards and certifications on their product pages.<\/p>\n<p>And I found something very interesting:<\/p>\n<p>82% of the brands with medium to high AI visibility prominently feature awards and certifications on their product pages.<\/p>\n<figure class=\"backlinko-image__visual-chart backlinko-image\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Awards and certifications link to higher ai visibility\" alt=\"Awards and certifications link to higher ai visibility\" data-aspect-ratio=\"0.68571428571429\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/awards-and-certifications-link-to-higher-ai-visibility.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>For example, Samsung has an AI Visibility score of 90.<\/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 SEO Overview \u2013 Samsung \u2013 Great\" alt=\"AI SEO Overview \u2013 Samsung \u2013 Great\" data-aspect-ratio=\"0.73333333333333\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/ai-seo-overview-samsung-great.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>And its product pages feature multiple awards.<\/p>\n<p>Like being \u201crated #1 in camera quality\u201d by the American Customer Satisfaction Index.<\/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=\"Samsung \u2013 Rated #1 in camera quality\" alt=\"Samsung \u2013 Rated #1 in camera quality\" data-aspect-ratio=\"0.67857142857143\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/samsung-rated-no1-in-camera-quality.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>And winning \u201cBest Phone Camera\u201d by Consumer Reports:<\/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=\"Samsung \u2013 What experts say\" alt=\"Samsung \u2013 What experts say\" data-aspect-ratio=\"0.66571428571429\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/samsung-what-experts-say.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>When I asked Claude which phone has the best camera quality, the Samsung Galaxy was one of its top 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 Samsung result\" alt=\"Claude \u2013 Samsung result\" data-aspect-ratio=\"0.92\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/claude-samsung-result.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>BabyBjorn has an AI Visibility score of 67.<\/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 \u2013 Babybjorn \u2013 Overview\" alt=\"Semrush AI SEO \u2013 Babybjorn \u2013 Overview\" data-aspect-ratio=\"0.87285714285714\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/semrush-ai-seo-babybjorn-overview.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>A quick look at its product pages reveals certificates and awards on every product page.<\/p>\n<p>Like this one that references a \u201cBest Bouncer\u201d award from Parents Magazine:<\/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=\"BabyBjorn \u2013 Parents Magazine Award\" alt=\"BabyBjorn \u2013 Parents Magazine Award\" data-aspect-ratio=\"0.66857142857143\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/babybjorn-parents-magazine-award.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>When I asked ChatGPT to recommend the \u201cbest and safest baby bouncer,\u201d BabyBjorn was the #1 pick:<\/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  Best and safest baby bouncer\" alt=\"ChatGPT \u2013 Best and safest baby bouncer\" data-aspect-ratio=\"0.90142857142857\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/chatgpt-best-and-safest-baby-bouncer.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Now, this is correlation, not necessarily causation. And awards and certifications are not the only factor.<\/p>\n<p>But they can make a difference for product page visibility in <a title=\"Generative Engine Optimization (GEO): How to Win in AI Search\" href=\"https:\/\/backlinko.com\/generative-engine-optimization-geo\" target=\"_blank\" rel=\"noopener\">LLM search<\/a>.<\/p>\n<p>If you already have awards and certifications, showcase them prominently on your product pages.<\/p>\n<p>If you don\u2019t, create a strategy to earn them.<\/p>\n<p>Target industry-specific certifications (safety, quality, sustainability) and awards from reputable organizations.<\/p>\n<p>This includes relevant certifications and \u201cbest\u201d awards through PR outreach.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"6_Structured_Attributes_and_Schema_Markup\"><\/span>6. Structured Attributes and Schema Markup<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Structured attributes are pieces of product information that machines can easily understand.<\/p>\n<p>This includes things like:<\/p>\n<ul>\n<li>Price<\/li>\n<li>Dimensions<\/li>\n<li>Materials<\/li>\n<li>Ratings<\/li>\n<li>Availability<\/li>\n<li>Color<\/li>\n<li>Size<\/li>\n<li>Warranty details<\/li>\n<\/ul>\n<p>These attributes are vital components of a product page.<\/p>\n<p>Use tables, bullet lists, or specification sections to clearly structure them for machines and customers.<\/p>\n<p>They should also be in your structured data and product feeds.<\/p>\n<p>For example, health company Vitamix features a \u201cSpecifications\u201d section on its product 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=\"Vitamix \u2013 Product specifications\" alt=\"Vitamix \u2013 Product specifications\" data-aspect-ratio=\"1.0257142857143\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/vitamix-product-specifications.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>We can\u2019t say definitively that schema affects <a title=\"5 AI Visibility Tools to Track Your Brand Across LLMs\" href=\"https:\/\/backlinko.com\/llm-tracking-tools\" target=\"_blank\" rel=\"noopener\">LLM visibility<\/a> (yet).<\/p>\n<p>But major AI search engines confirm they rely on structured attributes to understand and recommend products.<\/p>\n<div class=\"sc-quote alert blue-box font-georgia type-normal transparent-img-bg\">\n<div class=\"media\">\n<div class=\"media-body\">\n<blockquote class=\"sc-quote\">\n<p><strong>What <a title=\"Shopping with ChatGPT Search | OpenAI Help Center\" href=\"https:\/\/help.openai.com\/en\/articles\/11128490-shopping-with-chatgpt-search\" target=\"_blank\" rel=\"noopener\">OpenAI<\/a> says:<\/strong> \u201cWhen determining which products to surface, ChatGPT considers structured metadata from first-party and third-party providers (e.g., price, product description).<\/p>\n<p>Depending on your needs, some of these factors will be more relevant than others. For example, if you specify a budget of $30, ChatGPT will focus more on price, whereas if price isn\u2019t mentioned, it may focus on other aspects instead.\u201d<\/p>\n<\/blockquote>\n<div class=\"media\">\n                                <cite class=\"sc-name media-body media-middle\"><br \/>\n                                    <\/cite>\n            <\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>It\u2019s also still a best practice for <a title=\"10 Best Practice to Improve Your SEO Rankings\" href=\"https:\/\/backlinko.com\/hub\/seo\/best-practices\" target=\"_blank\" rel=\"noopener\">traditional SEO<\/a>.<\/p>\n<p>Plus, it\u2019s no secret that structured data helps products appear on Google\u2019s main page and Shopping tab.<\/p>\n<p>It\u2019s what allows users to refine results, see ratings, and check prices right on the first page of Google.<\/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=\"Google SERP \u2013 Best glass air fryers\" alt=\"Google SERP \u2013 Best glass air fryers\" data-aspect-ratio=\"1.2285714285714\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/google-serp-best-glass-air-fryers.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>But here\u2019s where it gets interesting.<\/p>\n<p>When I conducted a search in AI Mode, Google\u2019s own shopping cards were the main sources.<\/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=\"Google AI Mode \u2013 Google shopping cards\" alt=\"Google AI Mode \u2013 Google shopping cards\" data-aspect-ratio=\"1.0085714285714\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/google-ai-mode-google-shopping-cards.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Clicking into one of those sources, I saw even more of that search-friendly structured data.<\/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=\"Seaech friendly structured data\" alt=\"Seaech friendly structured data\" data-aspect-ratio=\"0.86\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/seaech-friendly-structured-data.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>And where does all this information come from?<\/p>\n<p>You guessed it: the original product page.<\/p>\n<p>That same structure is what enables Google\u2019s AI responses to display live pricing, availability, sales, and comparisons.<\/p>\n<p>Clear, consistent schema simply gives search engines and LLMs more to work with.<\/p>\n<p>That context helps AI more confidently recommend your product in related queries.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"AI_Visibility_Essentials_for_Product_Pages_By_Industry\"><\/span>AI Visibility Essentials for Product Pages (By Industry)<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>The elements above matter on every product page.<\/p>\n<p>But AI evaluates product pages differently depending on the category.<\/p>\n<p>In this section, we\u2019ll break down the category-specific product page details that AI looks for across six common ecommerce industries.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Fashion_Brands\"><\/span>Fashion Brands<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Ask any AI engine for clothing recommendations, and you\u2019ll notice something consistent: the results highlight fit, materials, and comfort.<\/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=\"Google AI Mode \u2013 About products\" alt=\"Google AI Mode \u2013 About products\" data-aspect-ratio=\"1.3842857142857\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/google-ai-mode-about-products.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Clearly, the most important product page elements for <a title=\"Fashion AI SEO: How to Improve Your Brand\u2019s LLM Visibility\" href=\"https:\/\/backlinko.com\/fashion-ai\" target=\"_blank\" rel=\"noopener\">fashion brands<\/a> are:<\/p>\n<ul>\n<li>Clear sizing and conversion charts<\/li>\n<li>Material and care information<\/li>\n<li>Customer fit data<\/li>\n<li>Sustainability certifications and ethical production badges<\/li>\n<\/ul>\n<p>Fashion queries are also highly specific to the individual shopper.<\/p>\n<p>To see how AI handles these searches, I used Semrush\u2019s AI Visibility Toolkit.<\/p>\n<p>I analyzed the topic \u201cjeans for women\u201d using Semrush\u2019s Prompt Research tool.<\/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 Visibility \u2013 Prompt Research \u2013 Volume\" alt=\"AI Visibility \u2013 Prompt Research \u2013 Volume\" data-aspect-ratio=\"0.36714285714286\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/ai-visibility-prompt-research-volume.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>What\u2019s revealing is the variety of queries under this topic.<\/p>\n<p>Take \u201cPlus size and curvy women\u2019s jeans\u201d for example.<\/p>\n<p>Even within this niche, searches vary widely:<\/p>\n<ul>\n<li>\u201cBest plus size jeans for big thighs\u201d<\/li>\n<li>\u201cBest curvy fit jeans\u201d<\/li>\n<li>Most comfortable jeans for curvy women\u201d<\/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=\"AI Visibility \u2013 Prompt Research \u2013 Jeans for women \u2013 Prompts\" alt=\"AI Visibility \u2013 Prompt Research \u2013 Jeans for women \u2013 Prompts\" data-aspect-ratio=\"1.1442857142857\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/ai-visibility-prompt-research-jeans-for-women-prompts.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Across all these queries, the AI responses consistently emphasize the same details:<\/p>\n<ul>\n<li>High-rise styles<\/li>\n<li>Stretch denim<\/li>\n<li>Tummy control<\/li>\n<li>Specific silhouettes like bootcut<\/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=\"Semrush \u2013 Prompt research \u2013 Best jeans for women\" alt=\"Semrush \u2013 Prompt research \u2013 Best jeans for women\" data-aspect-ratio=\"0.74142857142857\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/semrush-prompt-research-best-jeans-for-women.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>These details are pulled directly from product pages and customer reviews:<\/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=\"Abercrombie \u2013 Product details\" alt=\"Abercrombie \u2013 Product details\" data-aspect-ratio=\"0.79428571428571\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/abercrombie-product-details.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>For AI to match products to these specific queries, it needs structured details on your pages.<\/p>\n<p>This is something Abercrombie &amp; Fitch does well.<\/p>\n<p>They display clear fit guidance and aggregated customer fit feedback prominently on product 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=\"Abercrombie \u2013 Customer says it fits\" alt=\"Abercrombie \u2013 Customer says it fits\" data-aspect-ratio=\"0.72285714285714\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/abercrombie-customer-says-it-fits.png\" loading=\"lazy\" \/><\/p><\/figure>\n<h3><span class=\"ez-toc-section\" id=\"Health_and_Wellness_Products\"><\/span>Health and Wellness Products<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Nothing is more important to health and wellness brands than trust and safety.<\/p>\n<p>That\u2019s why non-negotiables for product pages in this industry include:<\/p>\n<ul>\n<li>Full ingredient composition<\/li>\n<li>Clear dosage and instructions<\/li>\n<li>Contraindications and allergen warnings<\/li>\n<li>Source transparency<\/li>\n<li>Clinical studies or certifications<\/li>\n<\/ul>\n<p>Searches for health products are often deeply personal and complex.<\/p>\n<p>Many start with a product type and the demographic it\u2019s best for.<\/p>\n<p>For example, the topic of \u201cinfant multivitamins\u201d includes these common searches:<\/p>\n<ul>\n<li>\u201cWhere can I buy reliable infant multivitamins?\u201d<\/li>\n<li>\u201cHow do I choose the best multivitamin for my baby?\u201d<\/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=\"AI Visibility \u2013 Prompt Research \u2013 Vitamins &amp; Suplements \u2013 Prompts\" alt=\"AI Visibility \u2013 Prompt Research \u2013 Vitamins &amp; Suplements \u2013 Prompts\" data-aspect-ratio=\"0.79857142857143\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/ai-visibility-prompt-research-vitamins-and-suplements-prompts.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>In their responses, AI models pull from ingredient lists, dosage information, and certifications.<\/p>\n<p>Brands that perform well for wellness-related AI queries follow the same pattern.<\/p>\n<p>They provide detailed information about ingredients, sourcing, and production on their product pages.<\/p>\n<p>This is what helps popular health company Thorne get recommended often in AI search results:<\/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  Thorne Recommendation\" alt=\"ChatGPT \u2013 Thorne Recommendation\" data-aspect-ratio=\"0.99714285714286\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/chatgpt-thorne-recommendation.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Their product pages list ingredients in detail:<\/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=\"Thorne \u2013 Ingredient Information\" alt=\"Thorne \u2013 Ingredient Information\" data-aspect-ratio=\"0.98285714285714\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/thorne-ingredient-information.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>They also include dosage instructions and verifications of the product quality.<\/p>\n<p>All in a clear, machine-readable format.<\/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=\"Thorne \u2013 Verified &amp; How to Use\" alt=\"Thorne \u2013 Verified &amp; How to Use\" data-aspect-ratio=\"0.77\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/thorne-verified-how-to-use.png\" loading=\"lazy\" \/><\/p><\/figure>\n<h3><span class=\"ez-toc-section\" id=\"Electronics\"><\/span>Electronics<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>When it comes to electronics, AI loves to quote specs.<\/p>\n<p>Battery life, screen resolution, charging speed, refresh rates, and more are all pulled into responses.<\/p>\n<p>So every electronics product page should include the essentials:<\/p>\n<ul>\n<li>Full technical specs<\/li>\n<li>Compatibility information<\/li>\n<li>Setup or installation guides<\/li>\n<li>Safety and efficiency certifications<\/li>\n<\/ul>\n<p>For example, even a simple search \u2014 \u201cbest cameras for night photography\u201d \u2014 returns spec-heavy 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=\"Google AI Mode \u2013 Best cameras for night photography\" alt=\"Google AI Mode \u2013 Best cameras for night photography\" data-aspect-ratio=\"0.94571428571429\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/google-ai-mode-best-cameras-for-night-photography.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Structured specs give AI systems what they need to compare products.<\/p>\n<p>This is important on your own site and third parties.<\/p>\n<p>Brands like Sony excel here.<\/p>\n<p>They ensure their product and retailer pages feature technical details that are consistent and in-depth across platforms.<\/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=\"Sony \u2013 Product \u2013 Key Specs\" alt=\"Sony \u2013 Product \u2013 Key Specs\" data-aspect-ratio=\"1.3083333333333\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/sony-product-key-specs.png\" loading=\"lazy\" \/><\/p><\/figure>\n<h3><span class=\"ez-toc-section\" id=\"Home_and_Furniture_Brands\"><\/span>Home and Furniture Brands<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Furniture shopping comes with one big question: Will it fit?<\/p>\n<p>AI knows this, which is why technical details dominate recommendations.<\/p>\n<p>Your home and furniture product pages need:<\/p>\n<ul>\n<li>Clear dimensions and room size recommendations<\/li>\n<li>Assembly requirements (tools, time, difficulty)<\/li>\n<li>Materials and care details<\/li>\n<li>Quality and sustainability certifications<\/li>\n<\/ul>\n<p>For example, in a search for modular sofas for small apartments, ChatGPT mentions configurations in its answer:<\/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 mentions configurations\" alt=\"ChatGPT mentions configurations\" data-aspect-ratio=\"1.6985714285714\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/chatgpt-mentions-configurations.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>One of its top recommendations is a couch by home brand Burrow.<\/p>\n<p>While many factors go into this, its product page is definitely one of them.<\/p>\n<p>It features different configurations of their modular sofas. Plus, the dimensions of each.<\/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=\"Burrow \u2013 Configurations of sofas\" alt=\"Burrow \u2013 Configurations of sofas\" data-aspect-ratio=\"0.76714285714286\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/burrow-configurations-of-sofas.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>It also contains other vital information that users might ask AI systems, such as detailed materials and fabric care.<\/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=\"Burrow \u2013 Detailed materials &amp; fabric care\" alt=\"Burrow \u2013 Detailed materials &amp; fabric care\" data-aspect-ratio=\"0.90857142857143\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/burrow-detailed-materials-and-fabric-care.png\" loading=\"lazy\" \/><\/p><\/figure>\n<h3><span class=\"ez-toc-section\" id=\"Outdoor_and_Sports_Equipment\"><\/span>Outdoor and Sports Equipment<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Customers need to know whether your products will survive their outdoor adventures.<\/p>\n<p>Which is why AI takes these elements into account:<\/p>\n<ul>\n<li>Weather ratings and technical materials<\/li>\n<li>Performance specs (capacity, weight, range)<\/li>\n<li>Use-case scenarios<\/li>\n<li>Safety certifications or features<\/li>\n<\/ul>\n<p>Let\u2019s say your customers ask about hiking backpacks. They\u2019ll see AI models highlight key features, max load, and materials.<\/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=\"Google AI Mode \u2013 Best hiking backpacks\" alt=\"Google AI Mode \u2013 Best hiking backpacks\" data-aspect-ratio=\"1.5557142857143\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/google-ai-mode-best-hiking-backpacks.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Osprey\u2019s backpacks are regularly recommended by AI.<\/p>\n<p>This is because they clearly state use cases like \u201cweek-long backpacking trips\u201d:<\/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=\"Osprey \u2013 Recommended by AI\" alt=\"Osprey \u2013 Recommended by AI\" data-aspect-ratio=\"0.90909090909091\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/osprey-recommended-by-ai.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>They also include features that make it ideal for common use cases: materials, weight, volume, dimensions, and load range.<\/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=\"Osprey \u2013 Product specifications\" alt=\"Osprey \u2013 Product specifications\" data-aspect-ratio=\"0.79857142857143\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/osprey-product-specifications.png\" loading=\"lazy\" \/><\/p><\/figure>\n<h3><span class=\"ez-toc-section\" id=\"Baby_Products\"><\/span>Baby Products<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Baby products trigger some of the most safety-sensitive AI recommendations.<\/p>\n<p>AI models look for structured, verifiable details when recommending anything for infants.<\/p>\n<p>If you sell baby products, here\u2019s what your product page should include:<\/p>\n<ul>\n<li>Age and weight suitability<\/li>\n<li>Safety certifications (like OEKO-TEX, GREENGUARD)<\/li>\n<li>Ergonomic or developmental benefits<\/li>\n<li>Material and care instructions<\/li>\n<\/ul>\n<p>For example, BabyBjorn includes safety certifications on its product pages.<\/p>\n<p>And goes deep into safety information.<\/p>\n<p>This includes how the fabrics are developed, and the appropriate age and weight for safe use.<\/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=\"Baby Bjorn \u2013 Product fabrics\" alt=\"Baby Bjorn \u2013 Product fabrics\" data-aspect-ratio=\"1.0114285714286\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/babybjorn-product-fabrics.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>When I asked Perplexity for the safest baby carrier on the market for newborns, BabyBjorn was among its top recommendations.<\/p>\n<p>It also specifically mentioned the \u201chip healthy\u201d certification featured on BabyBjorn\u2019s product page.<\/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 Baby Bjorn reference\" alt=\"Perplexity \u2013 Baby Bjorn reference\" data-aspect-ratio=\"0.68142857142857\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/02\/perplexity-baby-bjjorn-reference.png\" loading=\"lazy\" \/><\/p><\/figure>\n<h2><span class=\"ez-toc-section\" id=\"Increase_Your_Product_Page_Visibility_in_AI_Search\"><\/span>Increase Your Product Page Visibility in AI Search<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>If you want AI to recommend your products, the best place to start is your product pages.<\/p>\n<p>Small improvements compound quickly.<\/p>\n<p>Clear descriptions. Structured data. Real reviews. Verifiable trust signals.<\/p>\n<p>Together, they shape how AI understands \u2014 and surfaces \u2014 your products.<\/p>\n<p>But product pages are just the start.<\/p>\n<p>First, download the <a title=\"Product Page AI Optimization Checklist by Backlinko\" href=\"https:\/\/docs.google.com\/spreadsheets\/d\/1swJfGPLVkggRHZqUlNsxE0kWLFpoBlY2K0lUVcv_CB4\/copy\" target=\"_blank\" rel=\"noopener\">Product Page AI Optimization Checklist<\/a>. It tells you exactly what to review, update, and add to make your product pages AI-friendly.<\/p>\n<p>Then, learn how to build an <a title=\"How Ecommerce Brands Actually Get Discovered In AI Search\" href=\"https:\/\/backlinko.com\/ecommerce-ai-seo-strategy\" target=\"_blank\" rel=\"noopener\">AI ecommerce SEO strategy<\/a> that improves your visibility across the entire buyer journey.<\/p>\n<p>AI visibility is possible for your products. Keep testing, keep tracking, and keep growing.<\/p>\n<p>The post <a href=\"https:\/\/backlinko.com\/product-page-ai\" target=\"_blank\" rel=\"noopener\">How to Optimize Your Product Pages for AI Visibility<\/a> appeared first on <a href=\"https:\/\/backlinko.com\/\" target=\"_blank\" rel=\"noopener\">Backlinko<\/a>.<\/p>","protected":false},"excerpt":{"rendered":"<p>AI has changed the way people shop. 58% of consumers now use GenAI tools instead of traditional search to find products. Imagine your customer runs a simple query in Google\u2019s AI Mode: \u201cWinter jackets for women.\u201d Instead of a long list of links, they get direct product recommendations \u2014 alongside: Descriptions of features and best use cases Ratings and reviews Editorial sites that mention the product Direct comparisons with top competitors All in one response. Which raises an obvious question: Why do some products show up, [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":15391,"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-15390","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-backlinko"],"featured_image_src":"https:\/\/craighordlow.com\/wp-content\/uploads\/2026\/03\/google-ai-mode-best-winter-jackets-for-women-RPcSKb-600x400.png","featured_image_src_square":"https:\/\/craighordlow.com\/wp-content\/uploads\/2026\/03\/google-ai-mode-best-winter-jackets-for-women-RPcSKb-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\/15390","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=15390"}],"version-history":[{"count":0,"href":"https:\/\/craighordlow.com\/index.php\/wp-json\/wp\/v2\/posts\/15390\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/craighordlow.com\/index.php\/wp-json\/wp\/v2\/media\/15391"}],"wp:attachment":[{"href":"https:\/\/craighordlow.com\/index.php\/wp-json\/wp\/v2\/media?parent=15390"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/craighordlow.com\/index.php\/wp-json\/wp\/v2\/categories?post=15390"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/craighordlow.com\/index.php\/wp-json\/wp\/v2\/tags?post=15390"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}