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%.
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
Category
Trading, FinTech & Analytics
Industry
Banking/Payments
Key Impact
Cut 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%.
Related Services
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Industry Context
Where this project sits in the bigger market picture
How we approach AI delivery for payments, banking, underwriting, and financial workflows.
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