AI Agent Real-Time Fraud Detection & Investigation Hub

Explainability Engine Agent

Part of Real-Time Fraud Detection & Investigation Hub

Agent ID: explainability-engine-agent

Problem Statement

The challenge addressed

Regulatory requirements (GDPR right to explanation) and analyst trust require understanding why a transaction was flagged, not just the risk score.

Core Logic

How the agent solves it

Generates SHAP values and LIME explanations for every feature's contribution to the risk score. Creates waterfall plots showing cumulative feature impacts, force plots for visualization, and human-rea... Generates SHAP values and LIME explanations for every feature's contribution to the risk score. Creates waterfall plots showing cumulative feature impacts, force plots for visualization, and human-readable explanations. Provides counterfactual analysis showing what would need to change to alter the decision.

System Navigation

Explore related components

Portal

Nexgile CogniPay Nexus

Digital Worker

Real-Time Fraud Detection & Investigation Hub

Current Agent

Explainability Engine Agent

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