Work
Finance operations
Invoice processing rebuilt on a fine-tuned model with direct SAP integration
Bio-Rad replaced a licensed document-processing tool with a fine-tuned extraction model and a direct SAP integration, starting with accounts payable in APAC.
- Client
- Bio-Rad
- Environment
- Fortune 1000 life sciences company · SAP · APAC accounts payable
The problem
- High operational cost from extensive manual verification of invoices.
- Invoices lost in transit, with little visibility or control.
- A licensed, off-the-shelf tool that wasn't precise enough for the region's invoice formats.
What we built
- Evaluated document AI services from GCP, Azure, AWS and others against Bio-Rad's own invoices.
- Fine-tuned the strongest candidate for regional invoice formats and nuances.
- Built an API that posts extracted data directly into SAP.
- Replaced the licensed service and brought email intake and invoice handling in-house.
- Delivered an SAP-integrated dashboard for real-time tracking of invoice processing.
Outcome
- In production in APAC, with US and EU rollout planned.
- Higher extraction accuracy than the licensed tool it replaced.
- Full in-house control of intake and invoice management, reducing the risk of lost documents.
“Their work has been better than other options we have tried and completed for pennies on the dollar.”
Stack
- Fine-tuned document AI
- SAP API integration
- Email intake
- SAP-integrated dashboard
What’s next
Extend the fine-tuned model to the US and EU, adapting it to each region's requirements.
