Cutting reconciliation from 6 hours to 4 minutes
Problem
A payments team reconciled three ledgers by hand every morning, and a single mismatch stalled the whole finance close.
Solution
We decoded the matching rules into a deterministic engine with an ML fallback for fuzzy cases, wrapped in a review dashboard.
Impact
98.6% auto-match rate · 6 hrs → 4 mins · zero missed closes in 11 months