Tallyroll: A Restaurant Bill Sorter That Works Offline (Gemma + Ollama)

Описание и применение

Tallyroll преобразует бумажные счета ресторана в чистую таблицу, работая полностью офлайн и не передавая данные в облако.

Задача

Restaurant owners spend hours sorting paper bills for accountants; cloud tools require uploading sensitive data and incur per‑bill fees.

Результат

In a test with 14 real supplier bills, 11 were read correctly, 2 were flagged for review, and 1 had an unflagged wrong total; processing time was ~40 s per bill.

Рабочий процесс

• Drop photos of supplier bills and receipts into the web interface
• Tallyroll sends each image to a local Gemma model via Ollama
• Gemma returns structured JSON (vendor, date, total, tax, category, line items, confidence)
• Server normalises numbers, dates, currency, and checks sanity (missing data, mismatched totals, blurry photos, duplicates)
• Flagged bills are marked "Check" and displayed alongside the photo for correction
• Export the final data as a CSV spreadsheet for the accountant

Доказательства

Tallyroll turns a pile of paper bills into one clean spreadsheet. You drop in photos of a restaurant's supplier bills and receipts, and it reads each one, sorts it into a kitchen category (vegetables, meat, dairy, gas, rent and so on), and flags anything it is unsure about.

Источник

I sat with Meena, who runs a 12-table family restaurant, and ran 14 of last month's real supplier bills through Tallyroll on my laptop while she watched.

Источник

Result: 11 bills were read correctly. 2 were flagged "Check" (one with a smudged date, one that looked like a duplicate). 1 had a wrong total that was not flagged. It took about 40 seconds per bill.

Источник