Asked on Bluesky whether some sites can skip generative engine optimization and just focus on SEO, Google's John Mueller said there is "nothing really special you need to do for generative AI responses in search" — restating Google's position that GEO is still SEO.
2026-08-24 · by Moe Ameen
Google has again told publishers they do not need a separate discipline for AI search. Asked on Bluesky whether there are industries where generative engine optimization (GEO) "simply doesn't matter yet" — the questioner named sectors like adult and gambling, where Google still drives most discovery — Google Search Advocate John Mueller answered: "I'm not quite sure what you're asking; from our POV there's nothing really special you need to do for generative AI responses in search." In other words, there is no site or vertical that needs to choose between SEO and GEO, because from Google's side they are the same work.
Mueller's reasoning is mechanical, not philosophical. Google's AI answers in Search — AI Overviews and AI Mode — are generated from the same crawled index that powers ordinary results. The system picks from the top results for a query, plus results for a fan-out of related queries, and summarizes those. So the page that ranks well is the page that gets pulled into the AI answer; there is no separate "AI index" to optimize for and no GEO-specific lever that a strong search page is missing.
That restates the position Google set out in its own developer guidance, "Optimizing your website for generative AI features on Google Search," which states plainly that "optimizing for generative AI search is optimizing for the search experience, and thus still SEO." The same guide pushes back on several popular GEO tactics: it says there is no need to break content into tiny chunks for AI to understand it, and that you don't need to create new machine-readable files, AI text files, markup, or Markdown — an implicit nod at proposals like llms.txt — to appear in Google Search. What it emphasizes instead is unique, non-commodity content: expert or first-hand takes that go beyond common knowledge, contrasting a generic "7 Tips for First-Time Homebuyers" with something only you could write.
The date on Mueller's exact remark is hard to pin to a primary source, so treat the wording as the quote and the timing as recent-2026 rather than a fixed announcement. What is settled is the substance, because Google has now said it more than one way and in more than one venue: for Google Search specifically, there is no GEO checklist separate from doing SEO well. Note the scope — this is Google's guidance for its own generative features, not a claim about ChatGPT, Perplexity, or other answer engines, which crawl and rank differently.
Take Google at its word and the to-do list shrinks in a useful way: there is no GEO tactic to buy, so the leverage moves back to two things you control — publishing genuinely non-commodity content, and being present across every surface an answer engine samples. That is the exact job [Kompozy](/) is built for, and it is a different pitch from the "add structured data and an llms.txt" advice Google just waved off. Kompozy doesn't sell GEO tricks; it makes you consistently, credibly present.
Here is how that turns into work. Start from one source — a long video, a blog draft, a founder's raw take — and Kompozy generates across 18 formats held to one voice by a [Persona Brief](/glossary/persona-brief): a blog article, carousels rendered brand-exact through [HyperFrames](/glossary/hyperframes), quote graphics, photo posts, captioned [Persona Shorts](/glossary/persona-shorts), and a newsletter. The Persona Brief is what keeps output on the "expert, first-hand" side of Google's commodity line instead of generic filler, because your point of view rides every piece. Then [Autopilot](/glossary/autopilot) schedules and publishes the set across the eight social platforms plus blog and email, each passing a per-post review gate first — so the same idea is present as a ranked page, a video, and a social post, which is what [generative engine optimization](/glossary/generative-engine-optimization) actually rewards once you drop the hacks. If you want the strategy behind this beyond a single tool, see the [GEO content strategy for AI Overviews](/guides/geo-content-strategy-for-ai-overviews) and the fact that Google's [llms.txt-style AI files aren't a ranking factor](/news/llms-txt-v2) it honors.
In effect, yes — for Google Search. John Mueller responded to a question about whether some sites can ignore generative engine optimization by saying there is "nothing really special you need to do for generative AI responses in search." Google's position is that optimizing for its AI features is the same work as SEO, so there is no separate GEO program a publisher must run to appear in AI Overviews or AI Mode.
Because Google's AI answers are generated from its existing crawled index. AI Overviews and AI Mode pick from the top-ranking results for a query, plus results for a fan-out of related queries, and summarize them. The page that earns a normal ranking is the page that gets pulled into the AI answer, so there is no AI-only lever separate from ranking well in search.
No, according to Google. Its guidance says you don't need to create new machine-readable files, AI text files, markup, or Markdown to appear in Google Search, and that there is no requirement to break content into tiny pieces for AI to understand it. Google's systems can read a normal, multi-topic page and surface the relevant part. It emphasizes unique, non-commodity content instead.
No — the guidance is specific to Google's own generative features. Other answer engines like ChatGPT and Perplexity crawl, rank, and cite differently, so being recommended by them still rewards broad presence and consistency across many surfaces. The safe read is that for Google it is all SEO, and everywhere else the win is being genuinely present wherever answer engines look.