In production Β· real supermarkets Β· AI ingestion
Umshai β retail software that reads your invoices
Retail ops for real supermarkets. Snap a photo of a supplier invoice β Claude vision extracts the line items, fuzzy-matches the catalog, and queues the uncertain for review. Photos, PDFs, POS exports: one pipeline, on AWS, with repeat layouts cached so they cost zero tokens.
- Claude vision
- React + Vite
- Express + Prisma
- Postgres
- React Native
- AWS