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Results we can explain, not vanity numbers

Production systems inside complex enterprise environments. Each one started with a process the business already measured.

System overview
  1. IntakeAPAC supplier invoices, in multiple formats
  2. ExtractFine-tuned document model, chosen after a GCP, Azure and AWS evaluation
  3. PostDirect API into SAP
  4. ReviewSAP-integrated dashboard for finance teams
Replaced a licensed extraction tool. The pipeline is now under full in-house control.
Bio-RadFinance operations

Invoice processing rebuilt on a fine-tuned model with direct SAP integration

Problem
High operational cost from extensive manual verification of invoices.
Environment
Fortune 1000 life sciences company · SAP · APAC accounts payable
Outcome
In production in APAC, with US and EU rollout planned. Higher extraction accuracy than the licensed tool it replaced.

“Their work has been better than other options we have tried and completed for pennies on the dollar.”

Erik Molitor, CIO, Bio-Rad
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Annual cost of manual order reviewUSD per year
Uses the case study's stated assumptions: $80 per fully loaded analyst hour and 4 minutes per review. North America deployment.
Fortune 1000 life sciences manufacturer · Order management

AI validation for every inbound order, with analysts kept for the exceptions

Every inbound order was reviewed by hand to avoid shipping restricted or incorrect products. An AI inspection service now auto-approves low-risk orders and routes the rest to analysts with an explanation.

49.7%of orders auto-approved with no human touch
27,876orders a year no longer reviewed by hand, of 56,090 analyzed
~1,858analyst hours a year returned (≈ 0.9 FTE)
Read the case study

More case studies

Contract term extraction for legal and compliance reviewLegal and compliance50% less contract review timeOrder matching across sold-to, ship-to and consignee recordsOrder to cash45% less order processing timeCase routing and escalation inside SalesforceCustomer service40% less case resolution timeUtility data collection for SEC, EPA and ESG reportingRegulatory reporting70% less manual data entryVendor gateway for PO confirmations and split deliveriesProcurement and A/P20% fewer invoice discrepancies

Have a process you already measure? Let’s talk about it.

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