What is generative engine optimization (GEO)?
Generative engine optimisation is optimising a page to be quoted inside an AI-generated answer, rather than ranked in a list of links. The craft overlaps with SEO by maybe half; the other half is new, and most of it is about how you write.
By the CiteSnap team · Published · Last updated
What changes when an engine answers instead of linking
The unit of retrieval drops from the page to the passage. A search engine returns your page and lets the reader find the answer; an answer engine has to find it itself, in a chunk, without the surrounding page for context.
Three consequences follow directly:
- Position within the page matters. An answer buried in paragraph four competes with an answer given in paragraph one on somebody else’s site.
- Paragraphs have to stand alone. “This means the yield drops” is meaningless once separated from what “this” referred to.
- Attribution became a ranking factor. An engine that cannot tell who published a claim is reluctant to repeat it.
What carries over from SEO
Most of the technical layer carries over unchanged, which is why a well-run SEO programme is a head start rather than wasted work.
- Crawlability, canonical tags and clean status codes.
- Server-rendered HTML — more important here, since most AI crawlers run no JavaScript.
- Structured data, which now supports entity resolution as much as rich results.
- Heading hierarchy and internal linking.
What is genuinely new
The new work is editorial, not technical, which is why it tends to be the part that gets skipped. Four things have no real SEO equivalent:
- Answer-first sections. The first sentence under a heading answers that heading, in plain language, with no runway.
- Self-contained paragraphs. 15–60 words, no bare pronouns opening a paragraph, each making one point.
- Concrete specifics. Figures, dates, prices, version numbers, named tools. Engines quote specifics and skip adjectives.
- Explicit entity signals. An
Organizationblock withsameAslinks, a named author, a visible date.
Where to start
Start by measuring, because the distribution of problems is not what people expect — most sites are crawlable and most sites still lose sixty points on extractability.
Run the GEO score checker on a page you already care about. It reports which of the 14 checks you are failing and orders the fixes by points recovered.
Frequently asked questions
Is GEO just SEO with a new name?
No, though the overlap is real. Crawlability, structured data and page speed carry over unchanged. What is new is that an answer engine extracts a passage instead of returning a link, so the unit of optimisation drops from the page to the paragraph — and a page can rank first on Google while being unusable to ChatGPT.
Does GEO replace SEO?
No. Search traffic still dwarfs answer-engine traffic for most sites, and the technical foundations are shared. Treat GEO as an additional surface with its own failure modes, not a migration.
What is the single highest-leverage GEO change?
Rewriting the first sentence of each section so it answers that section’s heading directly. In the CiteSnap model it is worth 13 of 100 points, more than schema, FAQ markup and llms.txt combined, and it takes an afternoon.