Minimum Bottega Facts Before AI Cites You
Florence bottega About page evidence must state maker identity, provenance and contact facts before AI can cite it as a maker, not a shop.
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.
What Bench Goldsmiths Need on English Pages
What a Ponte Vecchio goldsmith should write in English so AI sees bench jewellery work, commissions and authorship.
Why Santa Croce Bookbinders Vanish from AI Answers
Why a Santa Croce bookbinder or marbled paper workshop in Florence is omitted from AI answers, and which niche wording helps it surface.
Why Italian and English Queries Find Different Workshops
Florence artisan English Italian searches can surface different workshops when bilingual pages fail to bridge craft terms, district wording and buyer intent.
How Leather Schools Avoid Being Read as Shops
What a Florence leather class workshop should state so AI separates teaching, product sales, course hosts and working studios.
A Florence Workshop Self Check for AI Answers
A practical Florence workshop AI answers self check for artisans who want to see mislabeling, source trails and category drift before an audit.
When Oltrarno Bottega Evidence Looks Like Market Retail
How AI confuses an Oltrarno leather workshop with Florence market retail, and which craft-process signals separate the bottega.
How AI Chooses Designer or Tailor for an Atelier
How AI decides whether a Florence tailor designer atelier is design, alteration or made-to-measure, and which page evidence fixes the category.
When a Boutique Gets Credit for Workshop Pieces
Why Florence artisan provenance wording matters when galleries, boutiques or resellers appear clearer than the workshop that made the pieces.
Appointment Facts That Help AI Surface a Workshop
Florence artisan by appointment pages need clear commission terms, visit rules and workshop access facts so AI can match the right buyer query.
When Restoration Studios Look Like Supply Vendors
Florence restoration studio supplies queries often confuse conservation practice with materials retail; precise treatment wording separates the two.
When AI Merges Restorers and Frame Makers
Why a Florence art restorer can be flattened into a framer in AI answers, and what restoration wording keeps the studio distinct.