Automated Reconciliation for Payment Aggregators

Executive Summary

PayConnect, a rapidly growing payment aggregator, processes millions of transactions daily across multiple acquiring banks, digital wallets, and merchants. Their manual reconciliation process in Excel was buckling under the volume, leading to delayed merchant payouts and accounting discrepancies. Karsaaz Solutions engineered an automated multi-way reconciliation engine to restore financial control.

The Challenge

The scale of operations rendered manual reconciliation impossible:

• Data Fragmentation: Settlement files from different banks arrived in varying formats (CSV, XML, MT940, JSON).
• Time-Consuming: A team of 15 accountants spent over 40 hours a week manually matching transactions.
• High Error Rate: Human error led to frequent mismatched records, resulting in delayed payouts to merchants.

Our Solution

We deployed our enterprise-grade Automated Reconciliation Platform tailored for payment aggregators.

Platform Capabilities:

• Universal Data Parser: An intelligent ingestion engine that automatically normalizes data from over 20 different bank settlement formats into a unified schema.
• Multi-way Matching Engine: Implemented highly configurable matching rules allowing for 1-to-1, 1-to-many, and many-to-many transaction matching based on robust identifiers.
• Exception Handling: An interactive dashboard that instantly isolates unmatched or disputed transactions (exceptions) and routes them to analysts for review.
• Automated Ledger Posting: Seamlessly integrated with PayConnect's core ERP system to post reconciled data directly to the general ledger.

The Results & Impact

The automation engine fundamentally overhauled PayConnect’s financial operations:

• Massive Time Savings: Reconciliation time was reduced from 40 hours a week to under 1 hour of automated daily processing.
• Accuracy: Achieved 100% accuracy in matched transactions, virtually eliminating human error.
• Faster Payouts: Enabled T+1 (and in some cases T+0) settlement payouts to merchants, significantly boosting merchant satisfaction and retention.