AI agents don't browse your store. They filter your data. One missing attribute and your product doesn't exist to them. Find every gap before it costs you a sale.
A shopping agent breaks a request into exact constraints and matches them against structured attributes. Miss one filterable attribute and you drop out of the comparison set entirely. Your product is never even considered.
Read the schema field guide →We check for Schema.org Product/Offer markup, confirm AI crawlers like OAI-SearchBot aren't blocked in robots.txt, and detect whether you have a structured ACP or UCP feed at all.
This is the core. We detect your product's category, then score its data against the attributes agents actually filter on in that category: size, fit, material, compatibility, dimensions, dietary flags, and so on. Missing attributes are flagged with the searches they cost you.
We run real category queries against AI assistants and report whether your product surfaced, and which competitors showed up instead. This is the check merchants come back to watch.
Paid plans re-run your audit on a schedule and alert you when a site change breaks your AI visibility, a competitor moves above you in ChatGPT or Google AI, or a newly filterable attribute appears in your category.
Diagnose one product. No account, no card.
Daily monitoring for small shops, up to 25 products.
Daily monitoring + competitive intelligence, up to 250 products.
Full catalog, daily reports, at your scale.
Run the free audit on any product page. You'll get a visibility score, your missing attributes, and the exact searches they're costing you.
Audit a product for free