How do I get my product cited by AI search?

Nobody can guarantee it. What plausibly helps is answering a question directly in the first paragraph, writing self-contained sentences with checkable facts, stating clearly what your product is not, and having genuine depth on one topic.

Does llms.txt or schema markup guarantee AI citations?

No. There is no reliable public evidence that any specific file or markup causes citations. The practices that plausibly help are ordinary good writing, which is why following them costs nothing even if the mechanism differs from assumptions.

Can I measure AI citations?

Not reliably today, which means you cannot run the optimise-and-measure loop you can with search. Treat it as a long game and write for the human reading it, structured so a machine could quote it.

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Getting Your SaaS Cited by AI Search

August 22, 2026

Answer engines increasingly summarise a topic and name a few sources. Being one of those sources is valuable and only partly within your control.

This is what is reasonably established, and what is marketing dressed as method.

What plausibly helps

Answering a question directly, early. A page that states its answer in the first paragraph is easier to quote than one that builds to it.
Self-contained sentences. A model lifting one sentence has no surrounding context, so "it costs $15.99 a month" travels and "it costs that much" does not.
Specific, checkable facts. Prices, limits, numbers of steps. Vague benefit language is unquotable.
Saying what you are not. Models summarise comparisons constantly, and a clear disqualifier gets reused.
Depth on one topic. A site with two hundred pages on demos is a more obvious source about demos than one with five.

What is unknown

Whether any specific file, schema or markup causes citations. Whether citation frequency correlates with traditional rankings. How much of it is simply reputation and links.

Anyone selling certainty here is selling. The honest position is that the practices above are good writing regardless, so following them costs nothing even if the mechanism is different from what anyone assumes.

What definitely does not help

Keyword stuffing, thin pages produced at volume, and pages that are only a pitch. Those have been bad for search for two decades and there is no reason to think a language model rewards them.

Nor does claiming things you cannot support. A model that surfaces your claim next to a contradicting source has damaged you rather than helped.

A realistic expectation

This is a long game with no dashboard. You cannot reliably measure AI citations today, which means you cannot optimise the loop the way you can with search.

Write for the human reading it and structure it so a machine could quote it. That is the whole method, and it is the same work.

Frequently asked questions

How do I get my product cited by AI search?: Nobody can guarantee it. What plausibly helps is answering a question directly in the first paragraph, writing self-contained sentences with checkable facts, stating clearly what your product is not, and having genuine depth on one topic.
Does llms.txt or schema markup guarantee AI citations?: No. There is no reliable public evidence that any specific file or markup causes citations. The practices that plausibly help are ordinary good writing, which is why following them costs nothing even if the mechanism differs from assumptions.
Can I measure AI citations?: Not reliably today, which means you cannot run the optimise-and-measure loop you can with search. Treat it as a long game and write for the human reading it, structured so a machine could quote it.

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