Freight payables platform
Transport requests, invoices, statements, approvals, and driver dispatch in one system.
Key result
442 releases, 5 requester departments
- Year
- 2025–2026
- Role
- Lead engineer
- Context
- Bielcrystal
Recorded on a local copy with demo data.
How it works
- 01
Used by 5 requester departments plus shipping, accounting, and approvers.
- 02
An LLM extracts fields from uploaded documents; 2,152 files have gone through it in production.
- 03
Bai-Perron segmented regression flags freight-cost outliers.
- 04
4-language interface with 4,162 translated messages.
- 05
Wrote 552 of about 650 human commits. Releases ship through release-please, Convex, and Vercel.
Screens

