Fix library

How to make your content extractable for AI

AI answers are assembled by retrieving and quoting passages, not whole pages. The system pulls 1 self-contained chunk that already answers the question and stitches it into the reply. The peer-reviewed the GEO study (Princeton, KDD 2024) measured which page changes increase how often a page gets surfaced in generative answers. The rule is plain: “AI engines quote a self-contained passage, not a whole page.” Write passages that stand alone, then verify each one reads as a complete answer.

The symptom: you rank but never get quoted

Your page is indexed. It shows up in Google for the query you wrote it for. The crawlers can reach it, the HTML is clean, the speed is fine. But when you ask ChatGPT, Perplexity, or Google's AI Overviews the exact question your page answers, the model quotes a thinner competitor and leaves you out. Nothing in your technical setup explains it.

This is the failure that confuses owners the most, because every signal they know how to check is green. Ranking and quoting are not the same job. Ranking returns a list of pages a person can click. Quoting lifts one passage out of one page and drops it into an answer. A page can be the best result on the list and still contain no passage worth lifting.

The cause: no passage stands alone

AI search runs on retrieval-augmented generation, and retrieval works at the chunk level, not the page level. The system splits your page into passages, ranks the passages, and feeds the few best ones to the model as the source it quotes. It almost never reads your page top to bottom the way a person does. It grabs a paragraph and asks whether that paragraph, on its own, answers the question.

So the cause is rarely the whole page. It is that no single passage on the page can be lifted out and still make sense. A few patterns produce this, and all of them read fine to a human who has the full context.

Read together, these all reduce to one thing. The page may be a good page, but it is not a stack of self-contained answers, and a self-contained answer is the unit AI search actually retrieves.

The fix: write passages that stand alone

The fix is not to rewrite the whole page. It is to make each important passage survive being read in isolation. Work through the page paragraph by paragraph and apply the same moves.

None of this is a trick for machines. A page built from self-contained, answer-first passages is also easier for a person to skim, which is the point. You are writing answers that survive being pulled out of context, because that is exactly what AI search does to them.

Verify: read one paragraph in isolation

A change you cannot confirm is not a fix. Once you have rewritten the key sections, test them the way a retriever would, one chunk at a time:

Keep one thing in perspective. Extractability does not replace the rest of the work, it sits on top of it. The crawler still has to reach the page, the answer still has to be in the HTML rather than rendered later in JavaScript, and the claims still have to be true. Self-contained passages are what turn a page that already ranks into a page that gets quoted.

Check your own page

You can do all of this by hand, or you can paste your link into Brimm and see in about 30 seconds how quotable your passages are, chunk by chunk, with the weakest ones flagged in fix order. We read your page the way the engines do and print the failures plainly. Start from the fix library for related issues, learn the bigger picture in what GEO actually is, or run the focused GEO audit when you want the citability view on its own. When you are ready for the full read, open the audit.

See how quotable your page really is.

Paste your link. We split your page the way AI search does and score each passage for whether it stands alone. The preview is free.