The Challenge
A deep-dive into the AI agent architecture that saved $180k/year and reduced settlement time from 72 hours to 4 hours. The FinTech startup was drowning in manual reconciliation work across multiple payment processors.
The Solution
We built an AI agent system that automatically matched transactions, flagged discrepancies, and generated reconciliation reports. The system learned from manual corrections to improve accuracy over time.
Impact
94% automation rate, $180k annual savings, and 18x faster reconciliation. The finance team could focus on strategic analysis instead of manual data entry.