Guide

How to write a product page that AI answers can quote

By the Citationly team · Updated

The short answer

Write the page so a reader who arrives from any question gets a clear answer: what the product is, who it's for, and the facts a buyer compares, in the words buyers use. Keep that text in the page itself, readable without JavaScript, and let OpenAI's search crawler in. Google says structured data isn't needed for its AI features.

Why your own product page matters more than you think

It’s easy to assume AI answers are built mostly from forums and review sites. For the Indian categories Citationly has measured so far, that wasn’t what we saw. In our runs for an insurer and two packaged-food brands, the most-cited websites were brands’ own sites (more on that in which websites ChatGPT cites). When an answer names a brand, it’s often because a brand’s own page explained the product clearly enough to quote.

That puts your product pages in the answer’s reading list, alongside your rivals’. The question is whether, when an answer reads your page, it finds something it can use.

Google’s guide to its generative AI features makes a related point for Google: those features are rooted in its core Search ranking and quality systems, so the basics of a good, crawlable, people-first page still decide whether you’re found at all.

Start from the buyer’s question, not your brand story

Buyers ask AI things like “which mattress is good for back pain?” or “best protein powder for beginners in India”. An answer can only connect your page to that question if your page talks about the same thing in similar words.

Many brand pages don’t. They open with a tagline, a mood photo and a story, and the plain fact of what the product is sits three scrolls down, or only inside an image. Compare:

A page that’s hard to quoteA page that’s easy to quote
“Wake up to a new you.”“A medium-firm memory foam mattress for people with lower back pain.”
A product name on its own: “[Name]”The name plus what it is: “[Name] orthopaedic mattress”
Key facts inside images or a downloadable PDFKey facts in the page text
Uses internal words: “nutrition solution”Uses the buyers’ words: “protein powder”

The easiest test: read the first two sentences of your page aloud. Would a stranger know what the product is, and who it’s for?

Put the facts buyers compare in plain text

When an answer recommends products, it usually explains why: who each option suits, what’s in it, how it differs. Give it those facts, stated plainly and specifically:

  • What it is, in one sentence, using the category words buyers use.
  • Who it’s for, and who it isn’t for. Honest limits make a page more trustworthy, not less.
  • The specifics people compare: ingredients, sizes, variants, coverage, materials, certifications, warranty, price if you publish it.
  • How it differs from the obvious alternatives, in facts rather than adjectives.
  • Common questions, answered briefly on the page itself.

Specific beats impressive. “Contains 20 g of protein per 30 g serving” can be repeated in an answer. “Superior nutrition” can’t, and an answer has no reason to trust it.

One page per product line, named for what it sells

If buyers ask about three different things you sell, each one needs a page that is clearly about that thing. A single catalogue page with every product in a grid gives an answer very little to quote about any of them.

Make the page title and main heading say what the page sells, in buyers’ words. Link related products to each other so a crawler can find them all.

Keep the facts the same everywhere

Answers can mix information from your site, marketplaces, review sites and older articles. If your site says one price, your marketplace listing says another, and an old article says a third, the answer may repeat any of them.

Pick one set of facts for each product and keep it consistent across your website, your marketplace listings and any directories that list you. When something changes, update all of them.

Make sure crawlers can read the page

None of this matters if the page can’t be read.

  • Let OpenAI’s search crawler in. OpenAI says sites that block OAI-SearchBot will not be shown in ChatGPT search answers. Check your robots.txt.
  • Put the text in the page itself. If the product description only appears after JavaScript runs, a crawler that doesn’t run scripts may see an empty page. Google’s guide lists crawlable pages and JavaScript SEO practices among the technical basics.
  • Don’t put key facts only in images. Text inside an image is much harder for any crawler to use than text on the page.

Our free checker tests crawler access and whether your page’s text shows without JavaScript.

Structured data: useful, not magic

Structured data is a hidden label in the page’s code that tells search engines what the page describes: a product, its price, its availability. Google’s Product structured data documentation describes two kinds: product snippets, for pages where people can’t buy directly, and merchant listings, for pages where they can.

Two rules from Google’s general structured data guidelines are worth knowing: structured data must be a true representation of the page content, and you shouldn’t mark up content that isn’t visible to readers. Never add ratings or reviews to your markup that customers didn’t give.

And keep expectations realistic. Google says structured data isn’t required for its generative AI features and there’s no special markup to add for them. It still helps with ordinary search results.

What not to do

  • Don’t hide text for bots. Content only crawlers can see is the opposite of what both Google’s guidelines and buyers want.
  • Don’t build separate “AI versions” of pages. Google’s guide says rewriting content only for AI systems, or chopping it into small “chunks”, isn’t needed for its AI features. Write one good page for people.
  • Don’t stuff keywords. Use the buyers’ words naturally, once or twice where they belong.

A short checklist

  1. The first two sentences say what the product is and who it’s for, in buyers’ words.
  2. The facts buyers compare are in plain text on the page.
  3. Each product line has its own page, with a title that says what it sells.
  4. Facts match across your site and your marketplace listings.
  5. OAI-SearchBot is allowed, and the text shows without JavaScript.
  6. Any structured data matches what the page shows.

How Citationly helps

A Citationly report shows, for each of your product lines, whether one of your pages uses the words buyers used in their questions, and which pages the answers cited instead. It also checks what the answers say about you against your own website. Book a demo to see one, or run the free checker on your product page now.

Sources

  1. Google Search Central: Google's guide to optimizing for generative AI features
  2. Google Search Central: General structured data guidelines
  3. Google Search Central: Intro to Product structured data
  4. OpenAI: Overview of OpenAI crawlers