AI/ML Automation FinTech

AI-Powered Toll Refund Automation System

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AI-Powered Toll Refund Automation System

The Problem

Manual toll refund processing creates operational inefficiencies with hours spent on email screening, document verification, and approval decisions. These bottlenecks frustrate customers with multi-day resolution times while driving up operational costs that limit transaction volume scalability.

The Solution

I engineered an intelligent workflow automation system that processes toll refund requests from initial email capture through final approval decision with minimal human intervention.

Key capabilities:

  • Automated Gmail capture and AI classification
  • OCR and NLP for document data extraction
  • Historical analysis for fraud prevention
  • Intelligent routing to Jira for complex cases
  • Automated approval with tailored customer responses

The Results

The system delivers 95% faster processing times while eliminating 80% of manual work and achieving zero data extraction errors. Customer satisfaction improves measurably through rapid, consistent decision-making. The architecture handles 10x transaction volume without proportional staffing increases, making it ideal for toll operators, transportation agencies, and financial institutions requiring scalable refund processing capabilities.

Technologies Used

React TypeScript Node.js MongoDB

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