When Reviews Rewrite a Florence Artisan’s Category
How Florence artisan reviews and website evidence shape AI answers, and how owned facts can stop loose customer wording from replacing craft identity.
Field notes
Florence craft in AI answers
The blog follows one mislabeling pattern at a time: a leather maker called a reseller, a restorer flattened into a framer, a school mistaken for a shop, a goldsmith described through tourist copy instead of bench evidence. I publish one longer field note each week, usually 900–1,400 words, and one shorter phrase repair note each month comparing Italian and English craft wording.
Why AI Calls a Florentine Leather Maker a Shop
Why AI labels a Florence leather workshop maker as a leather shop, and the maker wording that restores artisan identity.
Why Embroidery Ateliers Become Fabric Shops in AI
Florence embroidery atelier custom work often gets mislabeled as fabric retail when made-to-order, handwork and fitting evidence is too thin.