Ask an AI engine what to buy and it does not read a thousand brand pages. It reaches for a page that has already done the comparing — a "best of" roundup, a versus page, a shortlist. A study of 75,000 AI answers found those pages carry a startling share of the citations on commercial questions. This page shows you how to build one for your own category without writing a puff piece nobody believes.
Source: Wix Studio AI Search Lab, content-type citation study — 75,000 AI answers and over 1 million citations across ChatGPT, Google AI Mode and Perplexity. Checked October 2026.
Where to start
Pick the one page worth building
The Wix study broke 1 million citations down by what kind of page was being cited. Listicles took 21.9% of everything — the biggest single format — with articles at 16.7% and product pages at 13.7%. Those three together are 52% of all citations. Narrow it to commercial questions, the ones where someone is deciding what to buy, and listicles alone account for about 40% of citations.
That is a clear signal about page shape. When the question is "which one should I get", engines quote the page that already made a shortlist, not the page that says "we are the best".
You only need one to start, and it should be the question your buyers genuinely ask before choosing. Not your brand name. Not your category in marketing language. The words a person types when they are deciding.
Which page to build first
Three questions. Everything stays in your browser.
The skeleton that gets quoted
A page that earns a citation is one a machine can lift a clean answer out of. That means the shape matters as much as the words.
Open with the verdict. First two sentences, before any preamble, say who should pick what. "If you mostly run wet rock, pick X. If you need it to last 500 miles, pick Y." An engine summarising your page will quote this, so write it as though it will be read alone — because it will be.
Then a comparison table. Same attributes for every option, in the same order, in real text — not an image of a table. Price, the constraint that matters, the one thing each option is worst at.
Then one short block per option. A heading with the product name, two or three sentences, and a plain statement of who it is wrong for. The "wrong for" line is what makes the page credible and it is quoted more often than the praise.
Then your own numbers. If you have tested anything, say what you did and what happened. "In our 40-mile wet-rock test it slipped 3 times; the next best slipped 11" is the kind of sentence that gets lifted verbatim, because nobody else has it.
Page structure checker
Tick what your draft already has.
Yes, name the competitors
This is where most brands flinch, so here is the reasoning plainly.
A page listing only your own product is not a comparison, and an engine answering "which should I buy" has no reason to quote it. The page that gets quoted is the one that behaves like a reviewer. If you will not name an alternative, someone else's page will, and that page gets the citation and the reader.
You also keep the thing that matters. You choose the framing, the attributes in the table and the constraint the comparison is built around. If your product genuinely wins on wet rock grip, a fair table built around wet rock grip is both honest and favourable. That is not a trick; it is just picking the question you can answer best.
One hard rule: do not misrepresent a competitor. Get a price or a spec wrong and you have published something checkably false about another company, which is a legal problem long before it is an SEO one. Link to their page for anything you state about them, and re-check it when you update.
- Build one page for the real buying question, in your buyer's words.
- Put the verdict in the first two sentences, written to survive being quoted alone.
- Use a real text table. An image of a table is invisible to every engine.
- Include options you do not sell, and a "wrong for" line on each one.
- Add one number nobody else has, and say how you got it.
- Link out for every competitor claim, and re-check those claims when prices change.
What this data does and does not tell you.
The study measures which formats get cited. It does not show that writing a listicle causes a citation. Listicles may win partly because the people who publish them are the people who publish a lot of well-linked content. Format is one input among many and the engines publish none of the weights.
The figures also cover ChatGPT, Google AI Mode and Perplexity. Gemini and Google's AI Overviews were not in this sample, so do not assume the same split applies there.
Finally, a comparison page is a maintenance commitment, not a one-off. A page with last year's prices is worse than no page: it is a confidently wrong source with your name on it.
Sources: Wix Studio AI Search Lab content-type study — 75,000 AI answers, over 1 million citations, across ChatGPT, Google AI Mode and Perplexity; reported by Search Engine Land. Checked October 2026. Every tool on this page runs in your browser.