Real-Time Risk Scoring for Payments Trading, FinTech & Analytics — Case Study

An ML-powered platform that assigns risk scores in milliseconds for instant transaction decisioning. Achieves 98% high-risk detection accuracy, integrates with Visa and Mastercard APIs, and reduces ch

Real-Time Risk Scoring for Payments

An ML-powered platform that assigns risk scores in milliseconds for instant transaction decisioning. Achieves 98% high-risk detection accuracy, integrates with Visa and Mastercard APIs, and reduces chargeback losses by 35%.

Challenge

Banks needed dynamic risk scoring for transactions.

Solution

ML assigns a risk score in milliseconds, enabling instant decisioning.

Key Achievements

  • 98% accuracy in high-risk flagging
  • Integration with Visa & Mastercard APIs

Tech Stack

  • Python
  • XGBoost
  • Kafka
  • AWS Lambda

Industry

Banking/Payments

Impact

Cut chargeback losses by 35%.

Get Ready

Ready to Build AI That's
Actually Production-Ready?

Whether you need custom AI/ML solutions, scalable model deployment, or strategic guidance — we turn your vision into intelligent, future-ready systems. Let's ship together.