22% Exception Rate
The agent absorbed the routine share of exceptions — rate and duplicate mismatches especially — so the AP team only ever saw the cases that truly needed a human.
Clearing a 12,000-Invoice Monthly Backlog with an Autonomous Reconciliation Agent
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 AgentAbout the Project
A national third-party logistics (3PL) provider was processing more than 12,000 carrier invoices a month across hundreds of contracted rate agreements. Its accounts-payable team was buried in exceptions — rate mismatches, duplicate charges, and disputed accessorials — and margin was slipping through the cracks.
We deployed a Bonami X AI Invoice Exception & Reconciliation Agent that connects the provider's ERP and transportation management system. The agent performs a full three-way match, resolves the routine exceptions on its own, files disputes with carriers, and delivers close-ready reconciliation — with a live view of where margin is leaking.
- Industry
- Logistics & Supply Chain
- Business Type
- National 3PL Provider
- Core Offering
- AI Invoice Exception & Reconciliation Agent (Bonami X AI)
- Integration
- ERP + TMS, audit-ready
- Build your idea
- Talk to our experts
The Challenge
Of the 12,000+ carrier invoices arriving each month, roughly 22% were flagged as exceptions. Every one required a manual three-way match against the contracted rate, the shipment record, and the invoice itself — slow, repetitive work that scaled directly with volume.
Overbilling and duplicate charges routinely slipped through, and there was no consolidated view of open disputes or where margin was being lost. The AP cycle had stretched past 40 days, straining carrier relationships and complicating the monthly close.
The provider needed to process exceptions at machine speed while keeping every decision explainable and auditable for finance leadership.
From a 40-day AP cycle
to 12 days with an
autonomous reconciliation agent
Recover Your Margin Leakage
Our Solution
Automated Three-Way Match
- Matches each invoice against the contracted rate agreement and the shipment record
- Auto-approves clean matches within seconds and passes them straight to payment
- Applies fuel surcharge and accessorial logic without manual lookup
Exception Classification & Routing
- Categorizes every mismatch — rate, accessorial, duplicate, weight, or dimensional
- Resolves routine exception types autonomously against contract terms
- Routes only genuinely ambiguous cases to the AP team with the evidence attached
Autonomous Dispute Handling
- Drafts and files dispute correspondence with carriers directly from matched evidence
- Tracks each dispute to resolution and follows up automatically on stale cases
- Reconciles credits and adjustments back against the original invoice
Continuous Reconciliation & Reporting
- Applies GL coding and produces close-ready reconciliation continuously, not month-end
- Surfaces a real-time margin-leakage dashboard by carrier, lane, and charge type
- Keeps a full audit trail of every match, exception, and dispute decision
Key Challenges We Solved
Margin Leakage from Overbilling
Systematic matching against contracted rates caught overcharges and duplicate billings that had previously been paid without challenge, turning invisible leakage into recovered cash.
40-Day AP Cycle
Clean invoices cleared in seconds and disputes moved in parallel rather than in a manual queue, compressing the payables cycle and repairing carrier relationships.
Zero Visibility into Disputes
A single live dashboard replaced scattered spreadsheets, giving finance leadership real-time insight into open disputes and margin performance by carrier and lane.
Why They Chose Us
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.
The Results
80%
Less Exception Handling Time
Freed the AP team for higher-value work
6%
Invoice Exception Rate
Down from 22%
$1.4M
Overbilling Recovered
Within the first year
12 days
Accounts-Payable Cycle
Down from 40+ days
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