<\/p>
Anyone selling you llms.txt, content chunking, or AI-specific schema as the path to AI Overview citations has been wrong for 18 months. Google said so.<\/p>
But there is a wrinkle worth pulling out. \u201cWrong for Google Search\u201d is not the same as \u201cwrong for AI agents.\u201d<\/p>
In the section answering whether SEO is still relevant for generative AI search, Google\u2019s new optimization guide addresses AEO and GEO by name: \u201cFrom Google Search\u2019s perspective, optimizing for generative AI search is optimizing for the search experience, and thus still SEO.\u201d Five tactics get named in the Mythbusting section as things you can ignore: machine-readable files for AI like llms.txt, content chunking, AI-specific content rewriting, inauthentic mentions, and structured-data obsession. That is the debunking, in Google\u2019s own words.<\/p>
Read those five again, once for Google Search, and once for everywhere else.<\/p>
Google\u2019s guide, and the entire AEO and GEO playbook, is about one thing: getting your content cited inside an AI-generated answer. AI Overviews, AI Mode, ChatGPT, and Perplexity all have the same shape. The genuinely different scope is what happens when an autonomous agent does not cite your website but acts on it.<\/p>
The guide does briefly mention this. Under an \u201cAgentic Experiences\u201d section, Google acknowledges that \u201cAI agents are autonomous systems that can perform tasks on behalf of people, such as booking a reservation or comparing product specifications,\u201d and that \u201cbrowser agents may access your website to gather the data they need to complete these tasks, such as analyzing visual renderings (like screenshots), inspecting the DOM structure, and interpreting the accessibility tree.\u201d Google points to a separate document at web.dev for agent-friendly UX patterns.<\/p>
What the guide does not address is whether the five tactics it debunked for the citation scope might still have utility for the agent-acting-on-website scope. That is the unfinished question. Read each of those five tactics twice: once for the citation scope where Google\u2019s debunking is correct, and once for the action scope where the answer differs by tactic and use case.<\/p>
For citation in Google Search, Googlebot reads your HTML and ignores llms.txt entirely. An llms.txt file does not change what gets cited in AI Overviews or AI Mode, and no consultant should be charging you for one as a citation tactic.<\/p>
For the action scope, the concept of a \u201cwebsite manual for AI agents\u201d is reasonable. An autonomous agent navigating your website to complete a task on a user\u2019s behalf could plausibly benefit from a curated index of which content covers which capabilities, which API endpoints exist, which workflows are documented where. The principle of having a machine-readable map for agents that need to act, not just retrieve, holds up.<\/p>
But llms.txt itself is not yet the widely-adopted standard for that. None of the major platforms whose agents would consume it has committed to reading it as a discovery mechanism. The concept may turn out to be useful. The specific file format might end up being the standard, or another format might emerge, or the question might resolve in some other way entirely.<\/p>
What is clear: Do not bolt an llms.txt onto your website because someone told you it would help your AI Overview citations. An llms.txt file will not move your AI Overview citation count. If you have a separate reason to publish a machine-readable manual for autonomous agents reading your documentation, that is a different decision, and the deployment data does not exist yet to make it confidently.<\/p>
For citation in Google Search, rewriting content specifically for AI Overviews is treated by Google\u2019s quality systems as low-effort content. Rewriting for AI is a tell, not a tactic.<\/p>
For the action scope, the framing is wrong from the start. Writing specifically for AI is the wrong frame. The right frame is writing clearly for any reader, human or machine. Content that is structured for extraction (answer-first, citable specificity, modular blocks) helps every reader, including the autonomous-agent reader. That is the Machine-First Architecture position, and it is content discipline that survives both scopes.<\/p>
The same logic carries into the next three tactics on Google\u2019s list.<\/p>
Content chunking for AI follows the AI-specific rewriting logic. Breaking your content into tiny pieces specifically for AI is the wrong move, and building modular content blocks for retrieval-friendly extraction is content discipline that helps any reader. Google\u2019s systems handle multi-topic pages natively.<\/p>
Inauthentic mentions apply regardless of scope. Fake brand mentions, link-buying, and manipulated citations are wrong for any reader-or-agent retrieval system. Google\u2019s debunking here is closer to an ethics statement than to a scope question. Manipulating retrieval through fake signals was a guideline violation two decades before someone coined GEO to try to disrupt the SEO tooling scene.<\/p>
Structured-data obsession is the most easily misread of the five. Google did not say to stop using schema. The guide said there is no special AI schema, and that overfocusing on schema as the citation lever is wrong. Standard schema.org markup still has utility for entity recognition, knowledge-graph identity, agent-readable product data for agent-as-buyer flows, and the foundation of machine-readable identity in general. The Ahrefs study published on May 11, 2026 (1,885 pages adding schema, no meaningful citation lift on Google AI Overviews, AI Mode, or ChatGPT) measured a narrower question than the headline suggests. Schema is now table-stakes identity infrastructure. What does not work is bolting it on in month six and expecting a citation lift.<\/p>
Ask yourself two questions after reading Google\u2019s new guide.<\/p>
Are you paying anyone for tactics on Google\u2019s debunked list? Stop.<\/p>
Do you have any visibility into how autonomous agents read your website outside Google Search? You probably do not, and neither does anyone else right now.<\/p>
Read Google\u2019s guide as authoritative for what it covers, and keep reading the rest of the web for what it does not.<\/p>
More Resources:<\/strong><\/p> This post was originally published on No Hacks.<\/em><\/p> Featured Image: Roman Samborskyi\/Shutterstock<\/em><\/p> <\/div> Generative AI,SEO#Googles #Guide #Debunks #Doesnt #sejournal #slobodanmanic1780302945<\/p> ","protected":false},"excerpt":{"rendered":" Anyone selling you llms.txt, content chunking, or AI-specific schema as the path to AI Overview citations has been wrong for 18 months. Google said so. But there is a wrinkle worth pulling out. \u201cWrong for Google Search\u201d is not the same as \u201cwrong for AI agents.\u201d In the section answering whether SEO is still relevant […]<\/p>\n","protected":false},"author":1,"featured_media":9101,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16],"tags":[24460,6988,179,342,80,18507],"class_list":["post-9100","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-accessibility","tag-debunks","tag-doesnt","tag-googles","tag-guide","tag-sejournal","tag-slobodanmanic"],"acf":[],"_links":{"self":[{"href":"http:\/\/longzhuplatform.com\/index.php?rest_route=\/wp\/v2\/posts\/9100","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/longzhuplatform.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/longzhuplatform.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/longzhuplatform.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/longzhuplatform.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=9100"}],"version-history":[{"count":0,"href":"http:\/\/longzhuplatform.com\/index.php?rest_route=\/wp\/v2\/posts\/9100\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/longzhuplatform.com\/index.php?rest_route=\/wp\/v2\/media\/9101"}],"wp:attachment":[{"href":"http:\/\/longzhuplatform.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=9100"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/longzhuplatform.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=9100"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/longzhuplatform.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=9100"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}