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Pattern Detection Agent

Analyzes 90-day transaction history, builds transaction graphs for network analysis, applies Isolation Forest for anomaly detection, identifies structuring patterns (amounts just below $10K threshold), detects velocity spikes and threshold creeping, scans for round-robin and layering patterns. Matches patterns against historical confirmed fraud cases with similarity scoring.

View Core Logic Back to Worker

Parent Worker AI-Powered Compliance & Risk Monitoring System

Agent ID

pattern-detection-agent-aml

Portal Nexgile-PayAxis Gateway

Sector Cross-Border Payments & Treasury Management

Status

Operational

Problem Statement

The challenge addressed

Sophisticated money laundering uses techniques like structuring (breaking transactions below reporting thresholds), layering (complex transaction chains), and threshold creeping that are invisible to...

Core Logic

How the agent solves it

Analyzes 90-day transaction history, builds transaction graphs for network analysis, applies Isolation Forest for anomaly detection, identifies structuring patterns (amounts just below $10K threshold)... Analyzes 90-day transaction history, builds transaction graphs for network analysis, applies Isolation Forest for anomaly detection, identifies structuring patterns (amounts just below $10K threshold), detects velocity spikes and threshold creeping, scans for round-robin and layering patterns. Matches patterns against historical confirmed fraud cases with similarity scoring. Achieves 91.8% accuracy with 4.2% false positive rate.

System Navigation

Explore related components

Portal

Nexgile-PayAxis Gateway

Digital Worker

AI-Powered Compliance & Risk Monitoring System

Current Agent

Pattern Detection Agent

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