Transworld Logistics: earlier AI document-processing phase
The documented AI extraction work predates a further ERP and AI modernization in 2026. Read the earlier Odoo ERP implementation and the 2026 modernization for related engagement phases. Historical figures below should be read in the context of the earlier document-processing case study.
The challenge
More than 2,000 invoices a day arrived with no standard layout, so template-based OCR failed. Manual entry ran at a 4-5% error rate, with a 48-hour lag from receipt to approval.
What we built
An extraction pipeline that combines OCR with computer vision to read fields and tables across changing layouts. Confidence scoring sends only uncertain fields to reviewers, and validated data goes into the ERP through an API.
Results
- Processing time: 48h to 4h
- Error rate: 4-5% to 0.1%
- Cost per invoice: $2.50 to $0.45
- Full adoption within 3 months of a phased rollout





