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two weeks I take one visibility failure and open it up: missing appellation, wrong producer type, borrowed rating, outdated visit claim, marketplace dependence, tourism omission, or artisan-producer misclassification.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.