Checklist: Make a Product Page Easy for AI Assistants to Cite

1. Open with the product name and one plain sentence on what it is and who it is for.

It is the line most likely to be summarised, so make it accurate rather than clever.

2. List materials, ingredients or components as text.

"What is it made of?" is one of the first follow-ups in many categories.

3. Give full specifications in an HTML table.

Comparisons happen one specification at a time, and a missing number is a gap a rival's page can fill.

4. Say what is in the box.

It answers "what do I get?" before anyone has to guess.

5. State the limits honestly.

A line on what the product is not for answers the objection question on your terms. Why brands disappear in follow-up questions explains why that matters.

6. Write variants out in text.

Sizes, colours and model numbers that only appear inside a selector after a click may not be in the HTML a crawler receives.

7. Answer the five questions customers ask most, on the page.

Your support inbox knows what they are.

8. Show the price near the top, as text.

It is one of the first things a buyer asks about.

9. Show stock status in words.

"In stock" or "ships in three weeks" survives every way a page can be read; a coloured dot does not.

10. Give the full cost.

Delivery charges, required accessories and subscriptions are follow-up questions. Answer them on the page.

11. Link a returns policy written in plain language.

Window, condition and refund method. Returns carry real weight in categories such as clothing and electronics.

12. Ask for reviews that mention specifics.

"Fits true to size" and "battery lasts two days" are details an assistant can repeat. OpenAI says ChatGPT's shopping review summaries are based on reviews from public websites.

13. Reply to negative reviews with facts.

A calm, specific reply sits next to the complaint wherever it is read.

14. Make sure reviews are in the page's HTML.

Reviews loaded only by a third-party script after the page loads may be invisible to crawlers that do not run JavaScript.

15. Add Product markup with name, description, image and an Offer.

Google's product snippet and merchant listing guides list the properties, including price, currency, availability, shipping and return policy.

16. Add AggregateRating only where real reviews exist.

Marking up ratings that are not on the page breaks Google's structured data policies.

17. Keep markup identical to the visible page.

Google's AI features guide asks for structured data that matches the visible text, and says AI Overviews need no special markup beyond that.

18. Validate after every template change.

Use the Rich Results Test; broken markup fails without any visible sign. Structured data for AI answers covers which types are worth adding.

19. Use one H1 and clear H2 sections.

Headings divide the page into parts a reader, or a machine, can quote on their own.

20. Write useful image alt text.

It describes the product for people using screen readers and for any machine that cannot see the image.

21. Check that AI search crawlers may read the page.

The free AI crawler checker reads your robots.txt for 14 AI and search crawlers. Should you block GPTBot? explains which agent does what.

22. Make sure the key facts are in the HTML the server sends.

A December 2024 analysis by Vercel found that crawlers from OpenAI, Anthropic and Perplexity did not run JavaScript.

23. Load the page with JavaScript switched off.

What is left is close to what those crawlers see.

24. Keep the server fast.

Google says it crawls less when a site slows down or returns errors.