Handwrite OCR
Turns photos of handwritten factory tables into Excel.
Key result
Latency 20.0 s → 14.6 s at equal accuracy
- Year
- 2026
- Role
- Solo
- Context
- Bielcrystal
Recorded on a local copy with demo data.
How it works
- 01
Every cell is read by four engines, and the results are voted on.
- 02
Formula checks catch rows whose totals do not add up, and an LLM arbitrates disagreements.
- 03
Switching model output from HTML to JSON cut tokens from 2,782 to 1,822 and latency from 20.0 s to 14.6 s.
Screens
