Scribe OCR

A receipt-to-ledger pipeline with a one-step approval flow.

Launch Scribe → This is my interpretation. The button above opens the live front-end built in the product's own language.

← drag · scroll to scrub → 4 FRAMES

I · Brief

The problem.

Accounting firms were OCR-ing receipts and then manually fixing 30% of them. The AI part was the easy part — the approval UX was the bottleneck.

II · Build

What

An OCR + approval service that lets a reviewer approve 10 receipts a minute.

How

Claude for extraction, FastAPI, Xero API for posting, custom keyboard-first reviewer UI.

Why

A reviewer on Scribe does 600/hour instead of 60.

III · Counted Representative figures. Actual client metrics are under NDA.

Receipts / month

38K

Extraction accuracy

98.1%

Avg approval time

3s

IV · Specs

Technology

Colophon

V · Changelog