Part 1 · Foundations · Updated September 13, 2026 · 5 min read
GEO vs SEO vs AEO: What Actually Changed
Three letters keep getting rearranged, and underneath them sits one real question: what actually changed when engines started writing answers instead of listing links? This chapter separates the shift that matters from the naming debate that mostly does not.
The shift in one sentence
SEO competes for a position on a list. GEO competes for a place inside a written answer. Everything else follows from that.
The comparison
| Dimension | SEO | GEO |
|---|---|---|
| Unit of success | A ranking: position 3 for a keyword | A mention or citation inside the answer |
| What the user sees | A list of links to choose from | One synthesized answer naming few brands |
| Demand data | Keyword volumes, published and stable | None published; you choose what to track |
| Result stability | Same query, broadly same results today and tomorrow | Same question, different answers run to run |
| Core lever | Rank higher: authority, relevance, technical health | Be worth quoting: evidence, clarity, consistent facts |
| Failure mode | Page two of results | Absent from the answer entirely |
| Measurement | Rank tracking against a known list | Repeated sampling of answers, reported with uncertainty |
| Time horizon | Compounds over years | Compounds too, but scores reset when models update |
Do rankings still decide who gets mentioned?
Less than you would assume, and the founding experiment measured this directly. When the KDD 2024 researchers applied GEO methods to sources sitting at different search positions, the gains flowed downward: sources ranked fifth in the search results gained as much as 115.1% in answer visibility from added citations, while the visibility of the top-ranked source fell by 30.3% on average once others optimized. A generative answer is not a restatement of the rankings. It redistributes attention toward whichever source is most quotable for the specific question.
The mechanism explains why rankings still matter without settling anything. Engines find candidate sources largely through search, so ranking well still buys you candidacy: a seat at the audition. But the answer is then written from whatever retrieved material is clearest and most checkable, and a well-ranked page with nothing quotable on it loses that audition daily.
Two honest conclusions:
- SEO still buys you the audition. Abandoning search visibility for “pure GEO” would cut you out of retrieval itself.
- Ranking is not sufficient. The measured experiment shows answer visibility and search position are different contests with different winners, and the second contest is the one buyers now watch.
So where does AEO fit?
Nowhere different. AEO, Answer Engine Optimization, is the same discipline under another name, preferred by some vendors because “GEO” collides with geography in marketing vocabulary. LLMO and “AI SEO” are the same again. The tactics, the engines and the measurement problem are identical.
Our advice: pick one term for your team and stop relitigating it. We say GEO because the founding research paper does, and because it is the term buyers increasingly search and ask engines about. What deserves your attention is the column on the right of the table above, whatever you call it.
Does SEO still matter, then?
Yes, on two grounds. First, retrieval: most AI engines find candidate sources through search indexes, so being findable remains step zero. Second, the evidence above: well-ranking pages still feed the engine’s source pool.
What changes is what you do on top. SEO asks “do we rank for this keyword?” GEO asks “when a buyer asks this question, in any of its phrasings, how often do we appear in the answer, what does the engine say about us, and which sources made it say that?” Those are new questions, and they need new measurement, which is where this guide goes next.
Questions people ask about this
Is GEO just SEO with extra steps?
No. SEO optimizes for a ranked list with published demand data and stable results. GEO optimizes for synthesized answers with no published demand data and results that change run to run. The disciplines overlap at retrieval and diverge everywhere else.
GEO or AEO, which term is correct?
Both describe the same practice. GEO comes from the 2024 academic paper that founded the field; AEO is a vendor-favored synonym. Choose one and be consistent.
Should we move our SEO budget to GEO?
Treat GEO as an extension, not a replacement. Search visibility still feeds the retrieval step that decides which sources an engine even considers; GEO decides whether the written answer keeps you. You need both contests.
Sources
- Aggarwal et al., "GEO: Generative Engine Optimization" KDD 2024. Source of the rank-wise visibility findings cited in this chapter.