Article

GEO vs SEO: what changed

SEO gets you into the list of links. GEO gets you named inside the answer. What genuinely differs, what does not, and why the acronym is already fading.

SEO gets your page into a list of links. GEO, generative engine optimization, is about being named inside the answer the model writes. The work behind them overlaps far more than the two acronyms suggest. What genuinely changes is that there is no position two, and no second chance on the same screen.

What GEO means, without the mystique

GEO stands for generative engine optimization. It describes the work of getting a brand cited, quoted or recommended inside answers produced by ChatGPT, Gemini, Perplexity, Copilot and Google’s AI Overviews.

You will also see AEO, answer engine optimization, and AI SEO, and a few others. They describe roughly the same activity. The number of competing names is a sign that the field is young, not that there are five separate disciplines.

On 31 October 2026 I asked ChatGPT and Google’s AI Mode “GEO vs SEO, which one does my company need”. Both wrote an explanation and named no provider at all. That is the answer most companies are competing for right now: a paragraph with nobody in it.

What is different

There is no list

A search results page gives ten organic answers and a user who scrolls. An AI answer gives one paragraph and perhaps three citations. Being the fourth best source on that screen is the same as being invisible.

The unit is the claim, not the page

Models do not rank your page. They pull statements out of it and reassemble them. A page that buries its answer in paragraph nine gets crawled, understood and skipped in favour of one that states the thing plainly in the first two sentences.

Your reputation is assembled from other people’s pages

When a model decides whether to recommend you, it draws on what other sites say about you at least as much as on what you say about yourself. That is not new in principle. Links always worked that way. What is new is how directly it shows up in the output a buyer reads.

You cannot see the results page

There is no ranking report. Two people asking the same question get different answers, and the same person gets a different answer tomorrow.

What is not different, which is most of it

The site still has to be crawlable. Structure still helps a machine understand what it is looking at. Expertise attributed to a named person still outperforms anonymous content. Being cited by credible sources still matters more than anything you can do on your own domain.

If your technical SEO is broken, GEO is not a strategy. It is a distraction. The pages that get quoted in AI answers are, overwhelmingly, pages that were already good enough to rank. Google says as much in its own documentation on AI features: no additional requirements to appear in AI Overviews, and no special optimizations.

How you measure it

By running the prompts your buyers run, across the engines that matter to you, on a fixed schedule. You track three things: how often you appear, what gets said about you, and which sources the answer pulls from.

The third one is the useful one. It tells you which pages, on which sites, are shaping the answer. Those are the pages worth influencing.

The full method, from building the prompt set to the numbers worth reporting, is in how to measure AI search visibility.

What I would do first

  1. Answer the question in the first two sentences, then justify it. Not the other way round.
  2. Put a real author on it, with a real biography and a real reason to be trusted.
  3. Make the structure obvious. One question per heading, a plain answer underneath.
  4. Fix your citations before your content. Being described accurately in three credible places changes more than ten more blog posts.

The part most articles leave out

The term GEO is already fading. Search demand for generative engine optimization peaked and has since fallen by more than half, while demand for ai search optimization has stayed steady. Interest in the work keeps growing. The label keeps changing.

That is worth saying out loud, because a good deal of what is currently sold as GEO is a new invoice for work that already had a name. The work is real. The acronym is a marketing decision.

If you want to know where you stand

The fastest version is free: ask the engines the questions your buyers ask, and write down what comes back. Do it for five prompts and you will learn more than any article can tell you, including this one.

If you want that done systematically, and acted on, that is what the AI search optimization work is.

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