Where the term came from
GEO was coined in a 2023 research paper titled GEO: Generative Engine Optimization, from researchers at Princeton, Georgia Tech, the Allen Institute for AI and IIT Delhi. They tested how editing a page changed its visibility inside generative answers, and found that adding citations, direct quotations and statistics tended to improve how often and how prominently a source was used — while classic keyword stuffing did not.
That's the honest provenance. It is a research direction with early empirical support, not a mature discipline with settled best practice. Treat anyone claiming a proven GEO playbook with the scepticism you'd apply to a proven playbook for a search engine that launched last year.
The part that's just SEO wearing a new hat
Generative engines don't hallucinate your website into existence. They retrieve — from a search index, from their own crawl, from a live query to Bing or Google. Which means the entry requirements are the ones you already know.
If you skip this list and buy a GEO package instead, you are paying a premium for the second half of a job whose first half is missing.
- Crawlable and indexable. If Googlebot and the AI crawlers can't fetch it, nothing downstream matters. Check your robots.txt actually permits the assistants you want to be cited by.
- Ranking already. Sources cited in AI answers overwhelmingly come from pages already visible for the query. Page-one presence remains the entry fee.
- Clear structure. Headings that describe their content, short paragraphs, tables for comparisons. Retrieval works on chunks, and a wall of text chunks badly.
- Real authority. Topical authority and consistent entity signals matter more here, not less — a model choosing between five sources leans on the same reputation cues as a ranking system.
- Accurate, dated facts. Models prefer specific, verifiable, recent claims over adjectives.
The three things that are genuinely new
Strip out everything that's ordinary SEO and this is what remains. It's a short list, which is exactly why we don't sell it as a separate product.
1. Write in liftable units
A model extracts a passage, not a page. So every important claim needs to survive being cut out of its context — self-contained, subject named rather than pronouned, number attached where a number exists.
Practically: define the term in the first sentence under the heading, put comparisons in tables rather than prose, and attribute statistics to a nameable source in the same sentence. That last habit is the one the original research pointed at most clearly.
2. Be present where models retrieve, not just on your own site
Assistants pull heavily from places you don't own — community threads, review platforms, industry directories, YouTube transcripts, documentation sites. A brand with no third-party footprint is invisible to a retrieval step no matter how good its own pages are.
This is closer to digital PR than to technical SEO, and it makes brand mentions without links genuinely valuable for the first time.
3. Manage crawler access deliberately
AI crawlers are separate user agents from Googlebot, and blocking them is a real decision with real trade-offs — no citation without access. Most businesses selling something should let them in; publishers monetising pageviews have a legitimate argument the other way.
Citation is the unit, and it's hard to count
There is no average position in a generative answer. Either you were used as a source or you weren't, and the same prompt can produce different sources twice in a row. That non-determinism breaks every measurement habit built over twenty years of rank tracking.
What works instead is cruder and more honest. Build a fixed panel of 30 to 50 prompts a real buyer would type, run them on a schedule across the assistants you care about, and log whether you appear and in what role. It's sampling, it's noisy, and it's still the best available signal.
Alongside that, watch referral sessions from assistant domains in GA4 — small volumes today for most Indian sites, but the trend line is worth owning early. And accept the ceiling: a citation with no click still shifted a buyer's shortlist, and nothing in your analytics will ever show it.