Freight invoice mismatches were tying up the finance team and quietly leaking margin. We deployed an AI agent that matches, disputes, and reconciles carrier invoices end-to-end — cutting exception handling time by 80% and recovering $1.4M in overbilling in year one.
Build Your Reconciliation AgentA national 3PL provider processed 12,000+ carrier invoices a month, its accounts-payable team buried in rate mismatches, duplicate charges, and disputed accessorials. Our Bonami X AI Invoice Exception & Reconciliation Agent connects ERP and TMS to three-way match, resolve exceptions, file disputes, and close the books.
Freight payables run against hundreds of contracted carrier rate agreements.
A high-volume AP team processing more than 12,000 carrier invoices a month.
Three-way match, autonomous exception resolution, dispute filing, and close-ready reconciliation.
The agent reads rates, shipment records, and invoices from the systems already in place.
Exception rate fell from 22% to 6% and the AP cycle from 40+ days to 12.
Scope your own invoice reconciliation agent with our AI finance team.
Exceptions were draining margin and staff time.
We built an agent that plugs directly into the provider's existing ERP and TMS, resolves routine exceptions autonomously, and keeps every decision explainable and auditable for finance leadership.
The agent plugs into the systems the provider already runs, so there was no rip-and-replace and no disruption to live operations.
Every match and dispute decision is logged with its supporting evidence, satisfying finance controls and external audit requirements.
Configurable value and confidence thresholds keep large or unusual charges under human review while routine volume flows automatically.
Throughput is bound by compute, not headcount — peak-season invoice spikes no longer create a backlog.
Every number below was measured in production after launch — not projected in a pitch deck.
Less Exception Handling Time — Freed the AP team for higher-value work
Invoice Exception Rate — Down from 22%
Overbilling Recovered — Within the first year
Accounts-Payable Cycle — Down from 40+ days
