{ "studySlug": "llmstxt-effect", "title": "The llms.txt Effect", "description": "Adoption, citation impact, and where llms.txt does and does not change outcomes. Answer pages, reference facts, and live trackers drawn from this study.", "lastUpdated": "2026-03-14", "sourceStudyTitle": "The llms.txt Effect", "sourceStudyUrl": "/trakkr-research/llmstxt-effect", "stats": [ { "label": "Answers", "value": "12" }, { "label": "Facts", "value": "8" }, { "label": "Trackers", "value": "2" } ], "featuredAnswer": { "kind": "answer", "slug": "does-llms-txt-increase-ai-citations", "title": "Does llms.txt increase AI citations?", "description": "No measurable lift appears in the study. Median citations are 3 with or without llms.txt, average citations are 6.8 versus 6.7, and the Mann-Whitney p-value is 0.85.", "path": "/trakkr-research/llmstxt-effect/answers/does-llms-txt-increase-ai-citations" }, "sections": [ { "title": "Answer Pages", "description": "Narrow questions answered directly from the study.", "items": [ { "kind": "answer", "slug": "does-llms-txt-increase-ai-citations", "title": "Does llms.txt increase AI citations?", "description": "No measurable lift appears in the study. Median citations are 3 with or without llms.txt, average citations are 6.8 versus 6.7, and the Mann-Whitney p-value is 0.85.", "path": "/trakkr-research/llmstxt-effect/answers/does-llms-txt-increase-ai-citations" }, { "kind": "answer", "slug": "how-common-is-llms-txt-on-ai-cited-domains", "title": "How common is llms.txt on AI-cited domains?", "description": "It is still uncommon. Only 13.3% of the 37,894 scanned AI-cited domains had an llms.txt file.", "path": "/trakkr-research/llmstxt-effect/answers/how-common-is-llms-txt-on-ai-cited-domains" }, { "kind": "answer", "slug": "is-llms-txt-more-common-on-top-domains-than-the-long-tail", "title": "Is llms.txt more common on top domains than the long tail?", "description": "Somewhat, but not dramatically. Adoption reaches 16.1% in the top 5,000 cited domains, yet the top 50 sit at only 6.0%, which undercuts the idea that the strongest citation winners are relying on llms.txt.", "path": "/trakkr-research/llmstxt-effect/answers/is-llms-txt-more-common-on-top-domains-than-the-long-tail" }, { "kind": "answer", "slug": "which-industries-adopt-llms-txt-most", "title": "Which industries adopt llms.txt most?", "description": "SaaS and developer-heavy sites adopt llms.txt most aggressively. In the study, SaaS and developer tools reach 24.1% adoption, while government and academic sites sit at only 1.5%.", "path": "/trakkr-research/llmstxt-effect/answers/which-industries-adopt-llms-txt-most" }, { "kind": "answer", "slug": "does-llms-txt-help-you-even-if-it-does-not-raise-citations", "title": "Does llms.txt help you even if it does not raise citations?", "description": "Possibly operationally, but not according to this citation benchmark. The study only asks whether llms.txt correlates with more citations, and the answer there is still no measurable lift.", "path": "/trakkr-research/llmstxt-effect/answers/does-llms-txt-help-you-even-if-it-does-not-raise-citations" }, { "kind": "answer", "slug": "should-you-prioritize-llms-txt-over-answer-infrastructure", "title": "Should you prioritize llms.txt over answer infrastructure?", "description": "No. The null citation result means llms.txt should sit behind answer-first content, source coverage, and better page structure in the priority stack.", "path": "/trakkr-research/llmstxt-effect/answers/should-you-prioritize-llms-txt-over-answer-infrastructure" }, { "kind": "answer", "slug": "why-is-llms-txt-getting-so-much-attention-if-the-effect-is-null", "title": "Why is llms.txt getting so much attention if the effect is null?", "description": "Because it is simple, visible, and easy to implement, while the harder work of earning citations usually lives in content quality and third-party evidence. The study shows hype is not the same thing as outcome.", "path": "/trakkr-research/llmstxt-effect/answers/why-is-llms-txt-getting-so-much-attention-if-the-effect-is-null" }, { "kind": "answer", "slug": "do-the-raw-citation-averages-show-any-real-advantage", "title": "Do the raw citation averages show any real advantage?", "description": "No meaningful one. Average citations are 6.8 with llms.txt and 6.7 without it, which is functionally flat in a study this size.", "path": "/trakkr-research/llmstxt-effect/answers/do-the-raw-citation-averages-show-any-real-advantage" }, { "kind": "answer", "slug": "is-llms-txt-a-leading-indicator-of-ai-readiness", "title": "Is llms.txt a leading indicator of AI readiness?", "description": "Not reliably on its own. It is more common among technical, SaaS-heavy sites, but the study does not show that it predicts better citation outcomes by itself.", "path": "/trakkr-research/llmstxt-effect/answers/is-llms-txt-a-leading-indicator-of-ai-readiness" }, { "kind": "answer", "slug": "what-is-the-best-way-to-read-the-null-result", "title": "What is the best way to read the null result?", "description": "Read it as a prioritization signal, not as proof that the file is useless. The best interpretation is that llms.txt is low-cost optional hygiene, not a core citation lever.", "path": "/trakkr-research/llmstxt-effect/answers/what-is-the-best-way-to-read-the-null-result" }, { "kind": "answer", "slug": "what-should-teams-do-after-seeing-the-llms-txt-data", "title": "What should teams do after seeing the llms.txt data?", "description": "Teams should keep llms.txt in perspective. Publish it if it is easy, but put the real energy into answer pages, evidence-heavy research, and source influence where the upside is much larger.", "path": "/trakkr-research/llmstxt-effect/answers/what-should-teams-do-after-seeing-the-llms-txt-data" }, { "kind": "answer", "slug": "does-llms-txt-look-like-a-sector-specific-behavior-more-than-a-universal-standard", "title": "Does llms.txt look like a sector-specific behavior more than a universal standard?", "description": "Yes. Adoption is much higher in SaaS and developer tooling than in government, academic, review, or reference-heavy sectors, which makes it look more like a technical-community behavior than a universal web standard.", "path": "/trakkr-research/llmstxt-effect/answers/does-llms-txt-look-like-a-sector-specific-behavior-more-than-a-universal-standard" } ] }, { "title": "Reference Facts", "description": "Short, quotable claims with metrics and methodology context.", "items": [ { "kind": "fact", "slug": "llms-txt-adoption-is-only-thirteen-point-three-percent", "title": "llms.txt adoption is only 13.3%", "description": "Trakkr scanned 37894 AI-cited domains to measure the adoption rate of the llms.txt file standard.", "path": "/trakkr-research/llmstxt-effect/facts/llms-txt-adoption-is-only-thirteen-point-three-percent" }, { "kind": "fact", "slug": "median-citations-are-identical-with-and-without-llms-txt", "title": "Median citations are identical with and without llms.txt", "description": "An analysis of the Trakkr study reveals that the presence of an llms.txt file does not alter the median number of citations a domain receives.", "path": "/trakkr-research/llmstxt-effect/facts/median-citations-are-identical-with-and-without-llms-txt" }, { "kind": "fact", "slug": "average-citations-are-functionally-flat-with-and-without-the-file", "title": "Average citations are functionally flat with and without the file", "description": "The raw average difference is negligible.", "path": "/trakkr-research/llmstxt-effect/facts/average-citations-are-functionally-flat-with-and-without-the-file" }, { "kind": "fact", "slug": "the-significance-test-comes-back-null", "title": "The significance test comes back null", "description": "An analysis of the llms.txt effect on citation rates reveals no statistically significant impact.", "path": "/trakkr-research/llmstxt-effect/facts/the-significance-test-comes-back-null" }, { "kind": "fact", "slug": "top-five-thousand-domain-adoption-is-still-only-sixteen-percent", "title": "Top 5,000 domain adoption is still only 16.1%", "description": "An analysis of the top 5000 cited domains reveals that only 16.1 percent have adopted the llms.txt standard.", "path": "/trakkr-research/llmstxt-effect/facts/top-five-thousand-domain-adoption-is-still-only-sixteen-percent" }, { "kind": "fact", "slug": "top-fifty-domain-adoption-is-even-lower-than-the-full-corpus", "title": "Top 50 domain adoption is lower than the full corpus", "description": "An analysis of the top 50 cited domains reveals an llms.txt adoption rate of 6.0 percent, which is significantly lower than the 13.3 percent adoption rate observed across the broader study corpus.", "path": "/trakkr-research/llmstxt-effect/facts/top-fifty-domain-adoption-is-even-lower-than-the-full-corpus" }, { "kind": "fact", "slug": "saas-and-developer-sites-adopt-llms-txt-far-more-often", "title": "SaaS and developer sites adopt llms.txt far more often", "description": "The file is culturally concentrated among technical sites.", "path": "/trakkr-research/llmstxt-effect/facts/saas-and-developer-sites-adopt-llms-txt-far-more-often" }, { "kind": "fact", "slug": "government-and-academic-sites-barely-use-llms-txt", "title": "Government and academic sites barely use llms.txt", "description": "An analysis of llms.txt adoption across different sectors reveals that government and academic websites exhibit a 1.5 percent adoption rate, indicating limited uptake outside of SaaS-heavy industries.", "path": "/trakkr-research/llmstxt-effect/facts/government-and-academic-sites-barely-use-llms-txt" } ] }, { "title": "Trackers", "description": "Live benchmark views built from the study’s most reusable dimensions.", "items": [ { "kind": "tracker", "slug": "llmstxt-adoption-by-tier-tracker", "title": "llms.txt adoption by citation tier", "description": "Research tracker page for The llms.txt Effect study, focusing on llms.txt adoption by citation tier.", "path": "/trakkr-research/llmstxt-effect/trackers/llmstxt-adoption-by-tier-tracker" }, { "kind": "tracker", "slug": "llmstxt-adoption-by-sector-tracker", "title": "llms.txt adoption by sector", "description": "Adoption skew across named industry groups in the Trakkr study.", "path": "/trakkr-research/llmstxt-effect/trackers/llmstxt-adoption-by-sector-tracker" } ] } ] }