Why Marketplaces Beat Your Category Page as Evidence
Why AI cites a marketplace instead of a French boutique category page, and how clearer product grouping and availability signals make your own page the source.
Field articles
Product pages under AI search
The blog is a working notebook on French e-commerce visibility in AI search and shopping answers. Every two weeks, I publish one field article around a single product-page failure pattern: a marketplace listing with clearer stock language, a bundle mistaken for a single item because the pack count sits in a tab, a provenance note buried too low, or a French page that answers well until the shopper asks in English. Each article ends with The Shelf Ledger Note.
When AI Matches the Shopper to a Competitor Product
Why AI recommends a competitor product when attribute and use-case wording make a rival look like the closer shopper match.
Why French Boutique Products Disappear From ChatGPT Shopping
Why French boutique products go missing from ChatGPT Shopping when pages lack clear product naming, type, use, and direct evidence.