AI Document Utility: Scan, Extract, Rename, File — One Pipeline
Document AI is a workflow, not a chatbot. Scan → fields → a sane filename is the job scanners skip.
Pokémon and card scanners are taking review pace. The product is collection + price, not a generic object detector.
Trading-card and collectible scanners are one of the cleanest 2026 micro-niches: a camera, a catalog, a price. New apps grab reviews because collectors already have a pile and a group chat that asks “what’s this worth?”
This brief is part of the Android problem-space map. It is here so we can measure interest — opens, read depth, and related clicks — before anyone writes an app spec.
eBay sold listings, TCGPlayer/Cardmarket in a browser, Facebook groups, a spreadsheet. Kids scan with a generic Lens and get the wrong set. Condition is argued in photos.
TCGPlayer, eBay, TCG-specific scanners, Lens, binder apps that want accounts. Price graphs need data deals. A solo app will not beat the whole market — it can beat inbox + binder + kid-safe scan.
Scan → set + rarity + rough price range + binder slot. Offline set lists for popular TCG first. Do not promise live PSA grades. Avoid becoming an unlicensed marketplace. Privacy: collections are theft maps.
Stand at a card shop or a school pickup and watch how people price a card. If they already live in one marketplace app, your wedge is the pile on the table. Read reviews for “wrong card” and “price stale.” Policy: no gambling framing.
Read the full research map to compare solo potential across all forty spaces.