What shopping answers need from your pages
- Product name, price and availability in server HTML
- Category pages that answer "best X for Y"
- Review counts and ratings as visible text
- Shipping and returns facts stated plainly
Common blockers on store platforms
Bot managers that challenge unknown user agents, consent walls served before content, and product grids filled by JavaScript all reduce what agents read.
Get a brief for your store
Bull AI Labs builds an ecommerce brief for any store domain with live fetch results and the prompts shoppers ask in your category.

