Project Overview

SecurePay, a payment processor, faced rising fraud losses. Intelirate deployed an ML model that scores transactions in under 100ms.

 

Services Provided

  • Anomaly detection (isolation forest, XGBoost)
  • Feature engineering on transaction patterns
  • Real‑time API endpoint (FastAPI)
  • Dashboard for fraud analysts
  • Continuous retraining pipeline

 

Results Achieved

  • Fraud losses reduced by 85% ($5M/year saved)
  • False positive rate down 60% (fewer declined good transactions)
  • Model latency < 80ms at 99th percentile
  • ROI achieved in 3 months

 

Client Feedback

“Intelirate’s model catches fraud we would have missed. It’s been a game changer for our risk team.”

 

Tech Stack

  • Python, Scikit‑learn, XGBoost
  • FastAPI, Docker, Kubernetes
  • Kafka (streaming), PostgreSQL

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