01 · Operational Context
The Problem
Accounts payable teams across four operating subsidiaries manually reviewed, keyed, and routed thousands of multi-format vendor invoices monthly, creating audit backlogs and prolonged month-end reconciliations.
02 · Direct Observation
What We Noticed
On-the-ground reality
Accounts payable staff had developed intricate, undocumented spreadsheet routines to cross-reference purchase orders across separate subsidiary ledgers. Minor formatting differences in supplier invoices caused routine approval deadlocks.
03 · The Underlying Signal
What Mattered
Manual data entry was masquerading as financial control. Skilled accounting personnel were spending their energy on transcription rather than anomaly detection and supplier terms optimization.
04 · The Engineering Solution
What We Built
- 1Document intelligence extraction pipeline processing scanned PDFs, electronic invoices, and emails with field-level confidence scoring.
- 2Automated three-way matching engine cross-referencing invoice line items, purchase orders, and goods receipts across all subsidiary ERPs.
- 3Targeted exception-handling portal that surfaces only genuine pricing discrepancies or unapproved variances for human review.
05 · Qualitative Shift
What Changed
Month-end financial close accelerated by days. High-volume straightforward invoices post directly without manual intervention, while duplicate billing attempts are flagged automatically before disbursement.