Finance Case Study

Real-Time Reconciliation for Order-to-Cash

Zero Chaos. Full Reconciliation. In 72 Hours.

Built for enterprise-scale finance ops, the O2C Agent from Odin AI ingests massive volumes of invoice and payment data — then reconciles it with unmatched accuracy.

The Reconciliation Gap

Chaos at Scale

Manual reconciliation is slow, error-prone, and doesn't scale. With millions of transactions flowing through multiple channels, payment matching becomes a guessing game. Discrepancies pile up. Cash flow visibility disappears. And the finance team spends more time finding problems than fixing them.

10+ days

average reconciliation cycle time

5–8%

of transactions require manual intervention

$1.2M

annual write-offs from reconciliation errors

45%

of O2C team time spent on matching

AI-Powered Reconciliation at Enterprise Scale

Meet the Order-to-Cash Agent

The O2C Agent ingests millions of transactions, detects anomalies, classifies deviations, and produces audit-ready reports with root-cause analysis. It matches invoices to payments, identifies discrepancies, and resolves exceptions automatically. No more manual sifting. No more missed insights. Just real-time understanding of your cash flow.

No more manual sifting. No more missed insights.

How it works

From problem to resolution

01

Transaction Ingestion

Connects to your ERP, payment processors, and banking systems. Ingests invoices, payments, credit memos, and adjustments in real time.

02

Intelligent Matching

Matches payments to invoices using AI-powered fuzzy matching. Handles partial payments, split payments, and multi-invoice settlements.

03

Anomaly Detection

Identifies discrepancies, duplicates, and unusual patterns. Classifies exceptions by type and severity for prioritized resolution.

04

Reporting & Resolution

Generates reconciliation reports with drill-down detail. Routes exceptions to the right teams. Provides audit-ready documentation.

Before & After

What changes when you switch to Odin AI

MetricBeforeAfter
Reconciliation cycle10+ days72 hours
Manual intervention rate5–8% of transactions< 1%
Write-offs from errors$1.2M annuallyReduced by 90%
Team time on matching45% of workday< 10%

92%

faster reconciliation cycle

90%

reduction in write-offs

< 1%

transactions requiring manual intervention

Why It Matters

Why it matters

Reconciliation isn't just an accounting task — it's a cash flow intelligence function. When it's slow, everything downstream suffers: collections, forecasting, and financial planning. With Odin AI, you can:

  • Achieve real-time cash flow visibility
  • Reduce write-offs from reconciliation errors
  • Free your O2C team from manual matching
  • Maintain audit-ready records at all times
Real-time cash flow visibility
Audit-ready reconciliation reports
Finance team focused on analysis, not data entry
Exceptions resolved in hours, not days
Continuous reconciliation replaces batch processing

See how Odin can deliver similar results for your organization

Our team will walk you through a tailored demonstration based on your specific workflow challenges.