When Canelé, Oysters, or Caviar Become Restaurants
Why AI folds Gironde artisan food producers into restaurant results, and how makers keep producer identity visible.
Cellar notes
AI mistakes in Bordeaux
The blog is a running set of annotated AI-answer cellar notes. Every two weeks I take one visibility failure and open it up: missing appellation, wrong producer type, borrowed rating, outdated visit claim, marketplace dependence, tourism omission, or artisan-producer misclassification. Each article ends with The Cellar Card: Bottle named, Shelf mistake, Dust line, and one Relabel sentence a business could publish.
Why a Visiting Winery Disappears from Tour Answers
Why a Bordeaux winery offering visits disappears from visite château bordeaux IA answers, and how booking and visit wording can surface it.
When a French Tasting Page Loses to an English Aggregator
Why a French tasting-notes page can lose to an English aggregator in AI answers, and how bilingual estate pages protect appellation and producer identity.
The Borrowed Score That Enters an AI Answer
How a wrong Parker or Decanter score enters AI answers for Bordeaux wines, and how producers can control cited ratings and vintage evidence.
The Cooperative Split into the Wrong Shape
Why AI confuses Bordeaux cooperative producer structures, splitting members and labels into the wrong producer identity.
The Château That Reads as Winery or Hotel
Why AI reads a Bordeaux château with accommodation as only a winery or only a hotel, and how dual-identity wording keeps both offers clear.
The French Estate Name an English Query Misses
Why an English query can miss a French estate name, and how Bordeaux châteaux can connect accents, variants and appellation wording.
When a Tiny Estate Looks Possibly Invented
Why AI treats a small Bordeaux estate as possibly invented, and which verifiable signals establish its existence.
Why Big Bordeaux Labels Crowd Out Small Estates
Why AI recommends large Bordeaux labels and omits boutique estates, with proof signals small châteaux can use in petit château bordeaux recommandé searches.
When the Marketplace Becomes the Château Source
Why AI cites an online wine-shop listing instead of the estate site, and how Bordeaux producers can become the clearer source.
Why Growers and Négociants Get Swapped
How Bordeaux AI answers confuse château, grower-producer and négociant roles, and which entity-type wording keeps the commercial identity clear.
The Vintage an English Buyer Still Sees
Why English buyer queries return wrong Bordeaux vintage availability, and how estate pages can publish stronger freshness signals.