Return and Warranty Lines That Stop AI Caveats
Why AI adds return or warranty caveats to product answers, and how French e-commerce pages can state terms cleanly without scaring shoppers.
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.
Bundles AI Prices Like Single Products
Why AI ignores pack, refill, kit, or subscription logic and quotes the wrong single-unit price in French shopping answers.
Specs AI Drops From the Product Answer
Why ia oublie taille matière compatibilité in AI shopping answers, and how product-page spec wording keeps size, material, and fit attached to the item.
When AI Puts a Premium Product on the Budget Shelf
Why ia produit premium pas cher errors happen, and how material, provenance, comparison, and price-tier wording protect product positioning.
Review-Light Products That Need Other Proof
Why a product without many reviews loses AI shopping answers, and which proof signals help French retailers replace missing review volume.
Why AI Sends Buyers to Amazon or Cdiscount
Why ia recommande Amazon Cdiscount for items sold directly, and which direct-sales product-page signals help the merchant earn the shopping citation.
Seasonal Products and the Stale AI Answer
Why ia information produit périmée happens with seasonal and limited-edition products, and how freshness signals keep AI answers current.
When English Shopper Prompts Skip the French Page
Why a page produit français en anglais can be skipped in AI shopping answers, and how bilingual product-page evidence keeps the French product visible.
Delivery Wording That Proves the Product Ships in France
Why AI cannot tell your product ships in France now, and how clearer livraison France produit disponible wording keeps the answer accurate.
Same Name, Wrong Product in AI Shopping Answers
Why AI confuses same-name products in shopping answers, and how brand, origin, model, material, and selling-route signals separate yours.
Made in France Claims AI Leaves Behind
Why AI omits made in France product claims, and how origin, workshop, material, and production wording restore provenance in shopping answers.
The Price and Stock Lines AI Gets Wrong
Why AI product answers repeat old prices, sale terms, stock states, or delivery fragments when pages lack clean commercial signals.