Generative engine optimization

Generative engine optimization, often shortened to GEO, is making content more likely to be used by AI answer engines. It overlaps with SEO but optimises for a different outcome.

How does GEO differ from SEO?

SEO optimises for ranking in a list, where the goal is a click. GEO optimises for being retrieved and quoted inside an answer, where the goal may be a citation rather than a visit. Ranking signals and retrieval signals only partly overlap.

What actually helps?

Clear heading structure, so passages chunk cleanly. Self-contained paragraphs, so a quoted fragment still makes sense. Specific, checkable facts, because models favour content they can attribute. Structured data, so an engine can identify and credit the source.

Is keyword density still relevant?

Much less so. A retrieval system matches meaning rather than exact terms, so a page that answers the question plainly usually outperforms one tuned for a phrase.

Can GEO be measured?

Yes, by querying the engines and checking whether your content appears and is cited. That measurement is share of answer, and it is the GEO equivalent of a rank report.

What makes GEO harder to run than SEO?

The absence of a scoreboard. Search gives you impressions, positions and clicks, supplied by the engine, for every query. Answer engines supply none of that, so the feedback loop has to be built by the publisher: choose a question set, run it repeatedly, record what came back. The measurement is noisier, slower and entirely self-funded, which is the practical reason most sites do no GEO at all rather than any disagreement about the techniques.

Where do SEO and GEO genuinely diverge?

On the unit of value. SEO improves a document’s standing against competing documents; GEO improves a passage’s usefulness against competing passages, including passages on your own page. A page-level tactic that helps a ranking — internal links, a strong title, accumulated authority — does little for a fragment once it has been lifted out. Conversely, naming the subject again in the fourth paragraph helps retrieval and does nothing for a ranking.

What is not worth doing?

Anything that assumes an exact-phrase match, anything that depends on the reader having read the paragraph above, and anything that only a machine can see. The last category is not merely ineffective: content served to engines and withheld from readers is the definition of the practice search engines penalise most consistently.