Generative engine optimisation — GEO — is the attempt to have your page cited in an AI-generated answer. The industry has already produced link-building variants of it: seeded mentions, paid roundups, and "top 100" listicles designed to be scraped.
Those tactics work on ranking systems that count links. They do less on systems that check claims. This page is about the latter.
The short answer
Answer engines cite pages that make verifiable, specific claims and show their work: dates, sources, identifiers, and a clear statement of scope. Volume and links help less than being the page that is correct about one narrow thing.
Why citations behave differently from links
A search engine's job is to rank pages. An answer engine's job is to produce a sentence that will survive scrutiny. That means it needs a source that says the thing precisely, not a source that is popular.
The practical consequence: one page that states "the Cloudflare observability server is hosted and reads logs via a scoped API token" is more citable than fifty pages that say "Cloudflare is a great platform for AI".
What makes a claim citable
- A specific subject. The name of the product, the version if relevant, the exact capability.
- A bounded claim. "Reads delivery logs" is verifiable. "Revolutionises communications" is not.
- A date. A claim about a fast-moving product needs a timestamp, or it cannot be trusted.
- A checkable path. A repository URL, a documentation link, an install command that can be run.
Our entries follow this shape because it is the only way to be useful: the person reading wants to know whether the tool exists and does what it says, not whether we liked it.
Three things that do not work
Seeded listicles. An answer engine that sees forty pages all listing the same ten tools with the same descriptions treats them as one source, not forty. The redundancy is detectable.
Fake freshness. Changing a date without changing content is a signal that degrades trust once a human notices. It also produces contradictions when the cited facts do not match the timestamp.
Statistics without provenance. "73% of teams report…" without a link to the survey is the fastest way to get excluded from a citation, because the engine cannot verify it.
What to do instead
| Tactic | Effect on ranking | Effect on citation |
|---|---|---|
| Seeded mentions | Sometimes | Little |
| Original testing and dates | Small | Large |
| Structured comparison tables | Moderate | Large |
| Clear scope statements | Small | Large |
The pattern is that citation rewards precision. A page that says exactly what it covers, and excludes what it does not, is easier to quote than one that claims everything.
The scope statement
One technique deserves its own note: state what the page does not cover. "This page covers local agents; hosted ones are covered separately" prevents an engine from citing you for something you did not verify.
It also prevents the more common problem: a reader who wanted the hosted comparison and got a partial answer. Both are worth the two sentences.
Measuring whether it worked
There is no reliable public dashboard for AI citations yet. What teams do instead is sample: ask three assistants the questions you want to be cited for, once a month, and record whether your page appears. It is manual and noisy, which is precisely why the content has to be better than the measurement.
What we changed on this site, and what happened
Our directory started as a list of links with one-line descriptions. The change that made pages more quotable was not volume; it was structure and dates.
Every entry gained a verification date, a maintainer label, and a use/skip pair. Every comparison gained a bottom line. Every article gained a checked date and an FAQ.
The site now publishes two sitemaps and an llms.txt, which is discovery plumbing rather than optimisation. The content work is what changed the pages: what verified means here, the editorial policy, and the MCP install checklist all exist because a citable page has to state its own rules.
We cannot prove causation without a citation dashboard, and anyone who claims otherwise is selling something. What we can say is that the pages we would quote are now the pages we would want quoted.
Frequently asked questions
Is GEO just SEO with a new name? No. SEO optimises for ranking; GEO optimises for extraction and attribution. The overlap is real — clear structure helps both — but the tactics that only work on link graphs do not transfer.
Do I need an llms.txt file? It helps crawlers that look for one and costs almost nothing. Our site publishes one, and the sitemap remains the primary discovery path.
How long before an answer engine cites a new page? Weeks to months, and unevenly across engines. Freshness helps; verifiability helps more.
Last checked: 9 November 2026.
Related: AEO for directories, what verified means here, and our methodology.