{"id":5882,"date":"2025-11-21T13:06:58","date_gmt":"2025-11-21T13:06:58","guid":{"rendered":"https:\/\/www.stanventures.com\/news\/?p=5882"},"modified":"2025-11-21T13:06:58","modified_gmt":"2025-11-21T13:06:58","slug":"new-study-finds-llms-txt-has-no-clear-impact-on-ai-citations","status":"publish","type":"post","link":"https:\/\/www.stanventures.com\/news\/new-study-finds-llms-txt-has-no-clear-impact-on-ai-citations-5882\/","title":{"rendered":"New Study Finds LLMs.txt Has No Clear Impact on AI Citations"},"content":{"rendered":"<p><b>A large study reviewing 300,000 domains shows that adding an llms.txt file does not appear to influence how often major AI systems reference a website. Adoption remains low, and current evidence suggests no direct visibility benefit.<\/b><\/p>\n<p><span style=\"font-weight: 400;\">A recent study from <\/span><a href=\"https:\/\/seranking.com\/blog\/llms-txt\/\"><span style=\"font-weight: 400;\">SE Ranking<\/span><\/a><span style=\"font-weight: 400;\"> has added clarity to an ongoing question in SEO circles: Does using an <\/span><a href=\"https:\/\/www.stanventures.com\/news\/llms-txt-for-ai-seo-do-you-really-need-it-for-ai-visibility-4572\/\"><span style=\"font-weight: 400;\">llms.txt<\/span><\/a><span style=\"font-weight: 400;\"> file help a website get cited more often by large language models?\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">According to their findings, the answer is no.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">After reviewing about 300,000 domains across different traffic categories, the team found no measurable connection between the presence of llms.txt and citation rates in prominent AI systems.<\/span><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_83 counter-hierarchy ez-toc-counter ez-toc-transparent ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\"><\/p>\n<span class=\"ez-toc-title-toggle\"><\/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:\/\/www.stanventures.com\/news\/new-study-finds-llms-txt-has-no-clear-impact-on-ai-citations-5882\/#what-the-study-reveals\" >What the Study Reveals<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.stanventures.com\/news\/new-study-finds-llms-txt-has-no-clear-impact-on-ai-citations-5882\/#how-these-findings-align-with-platform-guidance\" >How These Findings Align With Platform Guidance<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.stanventures.com\/news\/new-study-finds-llms-txt-has-no-clear-impact-on-ai-citations-5882\/#what-website-owners-should-take-away\" >What Website Owners Should Take Away<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.stanventures.com\/news\/new-study-finds-llms-txt-has-no-clear-impact-on-ai-citations-5882\/#helpful-suggestions-for-your-strategy\" >Helpful Suggestions for Your Strategy<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.stanventures.com\/news\/new-study-finds-llms-txt-has-no-clear-impact-on-ai-citations-5882\/#key-takeaways\" >Key Takeaways<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"what-the-study-reveals\"><\/span><b>What the Study Reveals<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">SE Ranking discovered that just over 10 percent of websites in their sample had implemented the llms.txt file.\u00a0<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-5883\" src=\"https:\/\/www.stanventures.com\/news\/wp-content\/uploads\/2025\/11\/how-many-websites-have-llms-txt-media-300x124.png\" alt=\"LLMs.txt Has No Clear Impact on AI Citations\" width=\"300\" height=\"124\" srcset=\"https:\/\/www.stanventures.com\/news\/wp-content\/uploads\/2025\/11\/how-many-websites-have-llms-txt-media-300x124.png 300w, https:\/\/www.stanventures.com\/news\/wp-content\/uploads\/2025\/11\/how-many-websites-have-llms-txt-media-1024x423.png 1024w, https:\/\/www.stanventures.com\/news\/wp-content\/uploads\/2025\/11\/how-many-websites-have-llms-txt-media.png 1190w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">Despite occasional conversations positioning it as a new standard for AI visibility, adoption remains light. Their crawl also showed that usage is broadly spread across different types of sites.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">High-traffic domains were slightly less likely to use it than mid-level sites, but the difference was small.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-5884\" src=\"https:\/\/www.stanventures.com\/news\/wp-content\/uploads\/2025\/11\/llmx-txt-and-traffic-correlation-media-300x164.png\" alt=\"Llmx Txt And Traffic Correlation Media\" width=\"300\" height=\"164\" srcset=\"https:\/\/www.stanventures.com\/news\/wp-content\/uploads\/2025\/11\/llmx-txt-and-traffic-correlation-media-300x164.png 300w, https:\/\/www.stanventures.com\/news\/wp-content\/uploads\/2025\/11\/llmx-txt-and-traffic-correlation-media-1024x558.png 1024w, https:\/\/www.stanventures.com\/news\/wp-content\/uploads\/2025\/11\/llmx-txt-and-traffic-correlation-media.png 1190w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">To understand whether the file influenced how often a site was referenced in AI responses, SE Ranking measured citation frequency and ran several statistical checks.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">They also used an XGBoost model to understand which factors shaped citations.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">When they removed the llms.txt variable from the model, predictions actually improved, which reinforced the idea that the file had no meaningful relationship with citation outcomes.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Simpler correlation tests supported the same conclusion.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"how-these-findings-align-with-platform-guidance\"><\/span><b>How These Findings Align With Platform Guidance<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">The results also match what major AI companies have said publicly. Google has not identified llms.txt as a factor in AI Overviews or its AI-driven answer formats. Its documentation focuses instead on long-standing signals from Search.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Similarly, OpenAI\u2019s crawler guidance places its emphasis on robots.txt rules and does not mention llms.txt as something that influences ranking or citations.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">SE Ranking noted that some server logs show GPTBot occasionally fetching the file, but the behavior is rare and does not correlate with more frequent citations. This suggests that while some crawlers may read the file in certain cases, they do not appear to use it in a way that impacts AI output at scale.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"what-website-owners-should-take-away\"><\/span><b>What Website Owners Should Take Away<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Adding an llms.txt file is simple and poses little technical risk. For teams that prefer to stay ready for potential future adoption, it can be added without disruption.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">However, if the expectation is an immediate improvement in <\/span><a href=\"https:\/\/www.stanventures.com\/news\/aeo-benchmarks-reveal-new-ai-visibility-rules-5804\/\"><span style=\"font-weight: 400;\">AI visibility<\/span><\/a><span style=\"font-weight: 400;\">, the data indicates that this is unlikely.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">As with many early AI-visibility experiments, llms.txt may be worth testing, but it should not be positioned internally as a proven driver of results.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Strong content signals, technical stability, and crawl accessibility remain more influential priorities.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"helpful-suggestions-for-your-strategy\"><\/span><b>Helpful Suggestions for Your Strategy<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Here are a few ways to move forward with clarity, especially if you want to make informed decisions without overextending your efforts.<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Add the file if it fits easily into your workflow and you want to stay prepared for potential changes later.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Do not rely on it as a lever for improved AI references right now.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Reinforce content quality and authoritative signals, which continue to matter across search and AI surfaces.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Watch for updates from Google and OpenAI in case they decide to give llms.txt a more defined role in the future.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Keep records of experiments so teams can track what genuinely influences performance.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">As more publishers study how AI systems interpret content, many are also exploring <\/span><a href=\"https:\/\/www.stanventures.com\/ai-seo-services\/\"><span style=\"font-weight: 400;\">AI SEO<\/span><\/a><span style=\"font-weight: 400;\"> to better understand what genuinely influences visibility in these newer environments.<\/span><span style=\"font-weight: 400;\">\n<p><\/span><\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"key-takeaways\"><\/span><b>Key Takeaways<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Only about one in ten domains reviewed had an llms.txt file.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">SE Ranking found no measurable connection between the file and AI citation frequency.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Machine learning tests showed improved accuracy when the feature was removed.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Google and OpenAI do not list llms.txt as a factor in their AI systems.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">The file is simple to add but does not provide immediate visibility benefits.<\/span><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>A large study reviewing 300,000 domains shows that adding an llms.txt file does not appear to influence how often major AI systems reference a website. Adoption remains low, and current evidence suggests no direct visibility benefit. A recent study from SE Ranking has added clarity to an ongoing question in SEO circles: Does using an [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":5883,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-5882","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-seo"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>New Study Finds LLMs.txt Has No Clear Impact on AI Citations - Stan Ventures<\/title>\n<meta name=\"description\" content=\"Review of 300k domains shows llms.txt adoption is low and offers no proven boost in AI citations. 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