For the complete documentation index, see llms.txt. Every page on this site is also served as Markdown: append `.md` to any URL, or send `Accept: text/markdown`.
Skip to content
Attensira LogoAttensira

GEO vs SEO: what actually differs, and what does not

SEO gets your pages found and ranked so people click through. GEO, generative engine optimisation, gets your brand named and your pages cited inside AI answers, where there may be no click. On Google's AI features the two are one job: Google requires nothing extra. On ChatGPT and Perplexity, which fetch the web themselves, the work genuinely differs.

Prioritise GEO work when buyers ask assistants for shortlists and your pages are read but you are not the brand recommended. Prioritise SEO work when search traffic still drives revenue and your pages are not yet indexed, ranked or snippet-eligible.

Last verified

7 days free · card required

Answer · ChatGPTasked

Question: what is generative engine optimization

ChatGPT answered: Generative Engine Optimization (GEO) is the practice of optimizing content so that it is more likely to be found, understood, and cited by generative AI search engines—such as ChatGPT-style search, Google AI Overviews, Microsoft Copilot, Perplexity, and other AI answer engines. Instead of optimizing only for a list of blue links (traditional SEO), GEO focuses on getting your brand, website, or information included in AI-generated answers.

Sources cited

  1. 1collaborate.princeton.edu
  2. 2developers.google.com
  3. 3thegeolab.net
  4. 4dblp.dagstuhl.de
  5. 5tofubofu.com
  6. 6huggingface.co
  7. +4 more
Researcher agentResearcher · Read this answerStored answer, attensira.com workspace, Attensira MCP · · n=1 answer

By Karl-Gustav Kallasmaa

Updated

Researcher agentResearcher · read the AI answers shown here

Analyst agentAnalyst · counted the readings in the charts

How do GEO and SEO compare?

  • Origin and evidence
  • Where the term comes from

    GEO
    A 2023 academic paper that coined it
    SEO
    Google's own published documentation
  • Published effectiveness evidence

    GEO
    Up to 40% more visibility, on the paper's own benchmark
    SEO
    No headline figure; Google says changes take hours to months to show
  • How results are tested

    GEO
    GEO-bench, a public benchmark of queries and sources
    SEO
    Against Google's documented crawl-and-index pipeline
  • What success takes
  • What counts as success

    GEO
    Your material appears inside the generated response
    SEO
    A searcher finds your site and decides to visit it
  • Results by domain

    GEO
    Varies by domain; the paper argues for domain-specific methods
    SEO
    Generic guidance for every site, crawl then index
  • What Google requires for its AI features

    GEO
    Nothing extra; no special files, markup or schema
    SEO
    Indexed and snippet-eligible, the ordinary Search bar
  • Our data, 30 days to 4 Oct 2026
  • What ChatGPT cites when it explains GEO

    GEO
    The GEO paper's Princeton page, 42 of 1,915 citations
    SEO
    Google's Search Central pages, 708 of 1,915 citations
  • Answers to 'what is GEO' (n=108)

    GEO
    Our GEO explainer cited in 3
    SEO
    Semrush, an SEO suite, named in 22

What is GEO?

Generative engine optimisation, a paradigm introduced in a 2023 research paper for improving how often and how prominently a source appears inside an answer generated by an AI system, rather than in a list of links.

What is SEO?

Search engine optimisation, in Google's own words helping search engines understand your content and helping users find your site and decide whether to visit it through a search engine.

When should you choose GEO?

Prioritise GEO work when buyers ask assistants for shortlists and your pages are read but you are not the brand recommended. The output to measure is whether answers name and cite you, per engine.

When should you choose SEO?

Prioritise SEO work when search traffic still drives revenue and your pages are not yet indexed, ranked or snippet-eligible. Google states that a page must be indexed and snippet-eligible to appear in its AI features at all.

When is neither the right choice?

Neither framing helps if the page has nothing specific to say. Both depend on pages that answer a real question better than the alternatives, and both are slow: Google says changes can take from a few hours to several months to show.

Where does Attensira fit?

Attensira keeps each page's Search Console clicks and positions beside its AI citations per engine, so you can see which pages rank and are never quoted, and its crew does the GEO work on top: crawler access, quotable passages and third-party placements.

What sets GEO and SEO apart?

  • Whether GEO is a separate job depends on the engine, not on the page: on Google's AI features Google says it is not, on engines with their own crawlers it is.
  • GEO adds work that sits outside a website entirely, earning mentions on the third-party pages engines read for shortlists, which SEO reporting never had to count.
  • Both engines we track explain GEO from SEO-strong publishers rather than from the paper that coined it, so SEO authority is the entry ticket to GEO, not an alternative to it.

Where do GEO and SEO collapse into one job?

On Google's own AI surfaces. Google states there are no additional requirements to appear in AI Overviews or AI Mode, nor other special optimisations necessary. To appear as a supporting link, a page must be indexed and eligible to be shown in Google Search with a snippet. Google adds that you don't need new machine-readable files, AI text files or markup, and that there is no special schema.org structured data to add.

So for AI Overviews and AI Mode, GEO is SEO. A separate "GEO checklist" for Google's AI features is a checklist for something Google says does not exist. The controls that limit inclusion are the SEO ones too: whether a page is indexed and whether it may be shown with a snippet.

That is also why most GEO advice reads like SEO advice. The ChatGPT answer at the top of this page describes GEO as optimising content to be "found, understood, and cited", and later in the same answer it calls GEO "more like an extension of SEO", pointing to Google's statement that foundational SEO practices remain important for generative AI experiences.

Where do they genuinely differ?

On the engines that fetch the web themselves: ChatGPT search and Perplexity, among others. Four things change.

Crawlers. Each engine has its own crawler and its own robots.txt token, such as OAI-SearchBot for ChatGPT search and PerplexityBot. A site that is perfectly crawlable by Googlebot can block all of them by accident, usually through a blanket rule written to keep out AI training crawlers. SEO never had to check these lines.

Passages. An answer quotes passages, not pages. A paragraph that only makes sense after the three before it is hard to lift. GEO work often means rewriting key sections so each answers one question on its own, with its numbers and their sources inside it.

Third-party presence. For shortlist questions, engines lean on pages that compare and recommend: vendor blogs, review sites, community threads, trade press. A brand absent from those pages is hard to recommend however good its own site is. This is closer to PR than to on-page work.

Measurement. Rankings do not tell you whether an answer names you. You have to ask the engines your buyers' questions on a schedule and record what comes back, per engine, with the number of answers behind each rate.

What does ChatGPT read when it explains GEO?

SEO documentation, mostly. In 60 ChatGPT answers to "what is generative engine optimization" over the 30 days to 4 October 2026, Google's own Search Central pages carried 708 of 1,915 citations. The GEO paper's Princeton page carried 42.

Citations in ChatGPT's answers to "what is generative engine optimization"n=1,915 citations
ChatGPT, 60 answers to the prompt "what is generative engine optimization" · to
NameCitations in ChatGPT's answers to "what is generative engine optimization"
developers.google.com37.0%
thegeolab.net2.8%
dataforaisearch.com2.2%
collaborate.princeton.edu2.2%
en.wikipedia.org2.2%
hubspot.com1.8%
Analyst agentAnalyst · Counted the sources citedDeciding sources for one tracked prompt, read over the Attensira MCP, attensira.com workspace · · 1,915 citations in 60 answers

What does our own data show about the overlap?

That SEO authority carries into AI answers, and that it is not the whole story. We track 61 prompts about AI search for our own brand on ChatGPT and Perplexity. One of them is the head question of this page, "what is generative engine optimization", answered 108 times in the 30 days to 4 October 2026.

When ChatGPT answered it, it read SEO documentation. Its 60 answers carried 1,915 citations, and 708 of them pointed at Google's Search Central pages. The Princeton page for the paper that coined GEO carried 42. When either engine named a brand in the answer, the one named most often was Semrush, an SEO suite, in 22 of 108 answers. Across everything we track, the 4,524 answers carried 100,380 citations, and Google's developer documentation and semrush.com were among the most-cited domains, with 4,381 and 2,240. Perplexity leaned on the same kind of source: HubSpot's blog carried 63 of the 477 citations in its 48 answers, and semrush.com 31.

The same data shows the limit. Our own GEO explainer was linked in 3 of those 108 answers, all on ChatGPT, and in none of Perplexity's 48. This page was fetched 58 times by AI crawlers in the same 30 days. Being fetchable got us into the answer occasionally; being the source older, more-linked sites already are is what gets a page chosen repeatedly. That is SEO's old lesson, applied to a new surface.

What does the GEO evidence actually say?

That structure helps and that results vary. The GEO paper reports that its methods can boost visibility by up to 40% in generative engine responses on its benchmark, GEO-bench, and that effectiveness differs by domain, which is why it argues for domain-specific methods. That is a real finding about a specific corpus, not a promise for your site.

SEO has no single headline figure of that kind. Google's guidance says some changes take effect in a few hours and others take several months, which is the honest framing for both disciplines: slow, cumulative and hard to attribute to one edit.

Does SEO authority carry into AI answers?

On the GEO question itself, yes. An SEO suite was the brand ChatGPT and Perplexity named most often, while our own GEO explainer was linked in 3 answers and this page was fetched 58 times by AI crawlers.

answers to "what is generative engine optimization" naming Semrush (22)
20.4%
n=108 answers
answers citing an attensira.com page (3, all on ChatGPT)
2.8%
n=108 answers
AI-crawler requests for this page, /compare/geo-vs-seo
58
Analyst agentAnalyst · Counted these readingsChatGPT and Perplexity answers and AI-crawler fetches, attensira.com workspace, read over the Attensira MCP on 4 Oct 2026 · to

What are the common mistakes?

Treating GEO as a replacement. Teams that stop doing SEO to chase AI answers lose the indexing and snippet eligibility that Google's AI features require, and the authority that other engines lean on, as the citation counts above show.

Treating GEO as markup. Special files, AI-only schema and "LLM-optimised" templates are not requirements on Google's AI surfaces, by Google's own statement, and we have seen no published evidence that they move other engines either. They are cheap to add and easy to oversell.

Treating GEO as a rank. "We rank third in ChatGPT" does not mean anything: answers are prose, the same question gets different answers on different runs, and the honest numbers are rates over many answers, with their sample size.

What does a GEO change look like on a real page?

Take a pricing page. The SEO version has a title and description that match pricing queries, a clear H1, fast load and good internal links. The GEO version keeps all of that and adds three things: a short passage near the top that answers "how much does it cost" in two sentences, with the numbers in the text rather than in an image or a script-rendered table; a plain statement of what is included and for whom, so an engine comparing vendors can lift it; and the date the prices last changed.

Our own data shows why the last step matters most. For "AI search visibility starting price", ChatGPT linked one of our pages in 42 of 57 answers over 30 days and named us in none. The page was readable enough to be used as evidence and not persuasive enough to make us the recommendation. The next change on that page is not an SEO change. It is a GEO one: saying, in a passage an engine can lift, who the product is for.

How long does each take to show?

Similar timescales, different signals. Google says SEO changes can take from a few hours to several months to be reflected. GEO changes depend on each engine re-fetching the page and then choosing it: a crawler may fetch within days, but a change in how often answers name or cite you needs weeks of daily readings before it clears the noise. In both cases, judge a change on weeks of data, not on a single search or a single answer.

Does Perplexity lean on the same sources?

No, but on the same kind. Perplexity's 48 answers to "what is generative engine optimization" in the 30 days to 4 October 2026 drew most on marketing publishers with large SEO libraries, led by HubSpot's blog.

Citations in Perplexity's answers to "what is generative engine optimization"n=477 citations
Perplexity, 48 answers to the prompt "what is generative engine optimization" · to
NameCitations in Perplexity's answers to "what is generative engine optimization"
blog.hubspot.com13.2%
en.wikipedia.org8.4%
coursera.org8.2%
mailchimp.com7.5%
contentful.com7.3%
semrush.com6.5%
Analyst agentAnalyst · Counted the sources citedDeciding sources for one tracked prompt, read over the Attensira MCP, attensira.com workspace · · 477 citations in 48 answers

What should a team that already does SEO do first?

Five checks, in order, each cheap. First, read your robots.txt as an AI crawler would: find every rule that names or catches OAI-SearchBot, PerplexityBot and the other search agents, and make sure a rule meant for training crawlers is not blocking the ones that put you in answers. Second, list the ten questions a buyer asks before shortlisting you and put each one to ChatGPT and Perplexity, reading the answers rather than skimming for your name. Third, for every answer that leaves you out, note which pages it cited; those are the third-party pages to be on. Fourth, pick the two or three pages of yours that engines already fetch and rewrite their key sections so each answers one question on its own. Fifth, keep reading the same questions daily for a few weeks before you judge anything.

None of these replaces an SEO task. They sit on top of a site that is already indexed, fast and well linked, which is why the order is SEO first and GEO on top.

How do you report GEO and SEO side by side?

Per page, two columns. For search: impressions, clicks and average position from Search Console. For answers: how many tracked answers linked the page, per engine, with n, and how many named the brand on the prompts the page is meant to win. A page with strong search numbers and no citations needs passage work. A page that is cited often and drives no clicks needs a clearer statement of who it is for. A single blended visibility score hides which of the two is the problem.

Who should own GEO inside a company?

Whoever owns SEO, with help. The foundation is the same, so splitting the two between teams usually produces duplicate pages and contradictory advice. The SEO owner needs two additions: someone who can earn mentions on third-party pages, which is closer to PR and partnerships than to on-page work, and a measurement routine that reads answers, not just rankings.

Report both side by side, page by page. The pages that rank and are never quoted, and the pages that are quoted and never rank, are the two lists where next quarter's work is.

Questions people ask

Is GEO replacing SEO?
No. On Google's AI Overviews and AI Mode, Google states there are no additional requirements beyond being indexed and eligible to be shown with a snippet, so SEO is the work there. On engines that fetch the web themselves, GEO adds work that SEO never had to cover. Most companies need both.
What is different about GEO in practice?
Four things. Letting each AI engine's own crawler fetch your pages, writing passages that make sense when quoted alone, being present on the third-party pages engines trust for your category, and measuring whether answers name and cite you rather than where you rank.
Do SEO tools help with GEO?
Partly. SEO authority carries over: when ChatGPT and Perplexity explained GEO in the 30 days to 4 October 2026, Semrush was the brand named most often, in 22 of 108 answers. But SEO tools measure rankings, and GEO is measured in answers, per engine, with the number of answers behind each rate.
How do I measure GEO?
Put buyer questions to the assistants on a schedule and record whether each answer names your brand and links your site, per engine, with n beside every rate. Rankings cannot tell you this, and Search Console folds Google's AI feature traffic into ordinary Web search totals.
Is there evidence that GEO works?
There is research, not settled proof. The 2023 GEO paper reports visibility gains of up to 40% in generative engine responses on its own benchmark and says effectiveness varies by domain. Treat any vendor figure as a claim to test on your own prompts.
Does Google require special markup or files for AI Overviews?
No. Google states you don't need to create new machine-readable files, AI text files or markup to appear in its AI features, and that there is no special schema.org structured data you need to add.

Where do these facts come from?

12 sourced claims, each with the page it was read on and the day.

  1. GEO was introduced in a 2023 arXiv paper as a paradigm to help content creators improve their visibility in generative engine responses.

    arxiv.org · retrieved

    “we introduce Generative Engine Optimization (GEO), the first novel paradigm to aid content creators in improving their content visibility in generative engine responses”
  2. The paper reports that GEO methods boosted visibility by up to 40% in generative engine responses.

    arxiv.org · retrieved

  3. The paper introduces GEO-bench, a benchmark of user queries across multiple domains with the web sources relevant to answering them.

    arxiv.org · retrieved

  4. The paper reports that the efficacy of GEO strategies varies across domains, underscoring the need for domain-specific optimisation methods.

    arxiv.org · retrieved

  5. Google defines SEO as helping search engines understand your content and helping users find your site and decide whether to visit it through a search engine.

    developers.google.com · retrieved

    “SEO, short for search engine optimization, is about helping search engines understand your content, and helping users find your site and make a decision about whether they should visit your site through a search engine.”
  6. Google describes itself as a fully automated search engine that uses crawler programs to explore the web and find pages to add to its index.

    developers.google.com · retrieved

Show all 12 sources
  1. Google states that some changes take effect in a few hours and others could take several months to be reflected.

    developers.google.com · retrieved

  2. Google states there are no additional requirements or special optimisations needed to appear in AI Overviews or AI Mode, and no new machine-readable files, AI text files, markup or special schema.org structured data.

    developers.google.com · retrieved

    “There are no additional requirements to appear in AI Overviews or AI Mode, nor other special optimizations necessary.”
  3. Google states that to be shown as a supporting link in its AI features a page must be indexed and eligible to be shown in Google Search with a snippet.

    developers.google.com · retrieved

  4. In the attensira.com workspace, read over the Attensira MCP on 4 October 2026, ChatGPT's 60 answers to 'what is generative engine optimization' in the 30 days to 4 October 2026 carried 1,915 citations, 708 to developers.google.com and 42 to collaborate.princeton.edu.

    attensira.com workspace, read over the Attensira MCP on · changes often, check the source

  5. In the attensira.com workspace, read over the Attensira MCP on 4 October 2026, an attensira.com page was cited in 3 of 108 ChatGPT and Perplexity answers to 'what is generative engine optimization' in the 30 days to 4 October 2026.

    attensira.com workspace, read over the Attensira MCP on · changes often, check the source

  6. In the attensira.com workspace, read over the Attensira MCP on 4 October 2026, Semrush was named in 22 of 108 ChatGPT and Perplexity answers to 'what is generative engine optimization' in the 30 days to 4 October 2026, more than any other brand.

    attensira.com workspace, read over the Attensira MCP on · changes often, check the source

Put the crew to work on your brand, 7 days free.

7 days free · card required