How to write comparison pages AI search will cite

What does a comparison page AI search will cite contain?

A verdict in the first screen

Lead with the answer to the question the buyer typed: who should pick which, in two or three sentences. "Pick X if you need A. Pick Y if you need B." An engine summarising the comparison will look for exactly that sentence. If the page makes it hunt, it will take the verdict from someone else's page. See answer blocks for how to write it.

A table where every fact carries a source and a date

Each row is one capability or one price, each cell says what is true, and each competitor fact links to the competitor's own page with the date it was checked. "Checked 2026-09-28" beside a price is what lets an engine, and a skeptical buyer, use it.

Where the competitor is better

Say it, specifically. "They cover more engines", "they have a free plan", "they suit enterprise procurement". A comparison that admits the other side's strengths is quotable as balanced. One that does not is quotable only as marketing, and engines asked for a fair comparison will look elsewhere.

The follow-up questions

Buyers ask the second question straight away: price for their team size, migration, setup time, what happens to their data. Answer them on the page, in a short FAQ with plain answers. The GEO paper by Aggarwal and colleagues found that adding citations, quotations and statistics to a source could raise its visibility in generative answers by up to 40% in their tests; a comparison page is where those three come naturally.

Original evidence

The strongest comparison pages carry something no one else can: your own measurement. A test you ran, a benchmark with its method, data from your product with its sample size. Google's own guidance on helpful content asks whether a page provides "original information, reporting, research, or analysis". So do the engines, in practice: an original number is a reason to cite you rather than the roundup that copied you.

What makes engines discount a comparison page?

• Only wins. A table where every row is a tick for you and a cross for them.
• Unsourced competitor facts. Their price, typed by hand, with no link and no date.
• Superlatives without numbers. "The most powerful", "the easiest", "the only".
• No verdict. A feature dump that leaves the reader to decide.
• Stale rows. A capability marked missing after it shipped, on either side.
• Gated content. A comparison behind a form is a comparison nobody can cite.

Which comparison pages should you write first?

Not every pairing deserves a page. Start from the questions buyers already ask and the answers you already lose:

1. "You vs your most named competitor." The one buyers put you next to most often.
2. "Competitor vs competitor" where you are the third option. Buyers comparing two others are often open to a third; a neutral page about their pairing, with you as a clear alternative, is how you enter that conversation.
3. "Best X for Y" where you are missing. These are the roundups. You cannot write all of them, but you can write the one for your exact niche, and pitch the editors of the others.

To pick, read which questions name competitors and not you, and which pages decide those answers. In Attensira that is the deciding-sources view: for each question, the pages the answers leaned on, ranked by citation share times position, whether you are on each one, and the next move. When the deciding page is a competitor's comparison, the move is to publish your own answer to the same question.

What does a comparison page look like, section by section?

Here is the skeleton we use. Every section answers one question a buyer comparing two products asks, in that order.

1. The verdict. Two or three sentences: who should pick which, and why. This is the answer block.
2. What each product is, in one line each. Category and main job, with no adjectives.
3. The comparison table. Capabilities, plans and limits, each competitor cell sourced and dated.
4. Where they are the better choice. Specific situations, stated plainly.
5. Where you are the better choice. The same, with evidence.
6. Pricing, side by side. Both models explained in words, with the date the competitor's prices were checked and a link to their pricing page.
7. Switching. What moving from one to the other involves: data, setup time, what carries over.
8. FAQ. The follow-ups: team size, trial, integrations, data handling.

Two things are deliberately absent: a hero image of your product, and a feature list longer than the table. Both push the verdict further down the page and add nothing an engine can quote.

Length follows from the skeleton. A page much shorter than the eight sections need is usually missing one; a page much longer usually carries a feature list that belongs on its own page.

How do you keep a comparison page current?

Put an owner and a date on it. Re-check every competitor fact at least once a quarter and whenever either product announces a change. Update the "checked" dates even when nothing changed; that is information too. And when your own product changes, search every comparison page for the row it affects before you ship.

How does Attensira help with comparison pages?

Attensira reads comparison questions as a category of their own: "X vs Y", "best tools for Z", "alternatives to X", every day on ChatGPT, Perplexity, Claude and Google AI, with Gemini from Growth. It shows which comparison pages decide each answer and whether you appear on them. When your own comparison is missing or out of date, it drafts the page or the fix for your approval, with every competitor fact sourced and dated; claims about a competitor wait for your yes in every mode. When the deciding page belongs to someone else, it drafts the pitch to that page's editor, sent from your own mailbox only when you say so.

That is the service of an SEO agency at the price of a tool. You can see our own comparison pages in the compare hub, or run the free audit to see which comparison pages decide the answers in your category.