How to write a product page an AI can actually cite

Most product pages are written to persuade. That's reasonable, and it's also why they rarely get quoted. Persuasive copy hedges, builds up to claims, and leans on context. Citable copy states things plainly, in one place, in a way that survives being lifted out of the page entirely.

These are seven edits that turn the first kind into the second. None require rewriting the page from scratch.

1. Name the subject in every section

The single highest-leverage change. When a retrieval system splits your page into passages, each passage travels alone. A sentence like "It connects to over forty tools out of the box" is unusable once separated from whatever "it" was.

Write the product name where you'd normally use a pronoun, more often than reads naturally top to bottom. You'll feel like you're repeating yourself. A reader skimming won't notice, and a passage that names its subject is one that can be quoted.

2. Put the answer in the first sentence under the heading

Structure your sections as question and answer, even when the heading isn't literally a question.

If the heading is about pricing, the first sentence states the price. Not the philosophy behind the pricing, not the value framing, the number. The context can follow.

This matters because passage selection scores the chunk against the question. A chunk that opens with the answer scores well. A chunk that opens with a preamble and buries the answer in the fourth sentence often doesn't get selected at all.

3. Replace hedged claims with specific ones

Go through the page and find every sentence that could apply to any product in your category. Those are the ones that will never be cited.

• "Affordable pricing for growing teams" becomes "Plans start at 19 dollars per user per month."
• "Fast setup" becomes "Setup takes about ten minutes and requires no code changes."
• "Integrates with your existing stack" becomes "Integrates with Slack, Linear, GitHub, and Notion."

Specific claims are quotable because they're informative. They're also checkable, which is a feature: a system that can verify a claim against other sources is more willing to repeat it.

4. Add a real FAQ

An FAQ section is close to the ideal shape for retrieval. It's a literal question with a self-contained answer directly beneath it.

Two rules. The questions have to be ones people genuinely ask, which you can get from your support inbox and sales calls rather than inventing. And the answers have to be complete in one or two sentences, naming the product, without requiring anything else on the page.

Six to eight questions is plenty. Twenty invented ones is worse than six real ones.

5. State what you are not for

Counterintuitive, and it works. Pages that name their limits get cited in comparison and alternatives answers, which are exactly the questions people ask when they're choosing.

A sentence like "This is built for teams under fifty people and is probably not a good fit for enterprises needing SSO and audit logs" does two things. It gives a retrieval system something useful for a whole class of questions, and it builds the kind of credibility that makes the rest of the page more believable.

Very few competitors will do this.

6. Make the structured data agree with the prose

Schema markup helps confirm what your page says. It does not substitute for saying it.

The rule is that anything in your structured data should also be visible in the page text. A price in your markup that appears nowhere on the page is a mismatch, and mismatches get discounted. Structured data earns its keep by disambiguating: confirming which entity the page is about, what type of thing it is, and how it relates to your organization.

If your markup and your copy disagree, fix the copy first.

7. Be described consistently everywhere else

This one isn't on your page at all, and it may be the most important.

Retrieval systems build confidence about an entity from agreement across sources. If your homepage, your directory listings, your docs, and your social profiles all describe the product the same way, that's a coherent entity. If each says something different, there's nothing stable to attach a citation to.

Pick your one-sentence description and use it everywhere, verbatim. Same product name casing, same category language, same core claim. This is a large part of why directory listings matter for AI visibility beyond the link itself: they're additional sources saying the same thing about the same entity.

The test

When you're done, run one check. Take any section of the page, in isolation, with no heading and no surrounding context, and ask two questions:

Does this passage answer a real question completely?

Would a reader know what product it's about?

If both answers are yes, that section can be cited. If either is no, you've found the edit. Most pages have three or four sections worth fixing, and fixing them is an afternoon rather than a rewrite.