AI Agent FraudGuard AI - Healthcare Claims Fraud Detection System Active

Explainability Agent (XAI)

Combines Claude 3.5 Sonnet with SHAP and LIME libraries to generate comprehensive explanations.

View Core Logic Back to Worker

Parent Worker FraudGuard AI - Healthcare Claims Fraud Detection System

Agent ID

explainability_agent

Portal Nexgile-PulseIQ Hub

Sector Health Insurance & InsurTech

Status

Operational

Problem Statement

The challenge addressed

Black-box AI decisions are unacceptable for healthcare payment determinations. Regulators require audit trails and human-understandable explanations. Claims examiners need actionable insights to valid...

Core Logic

How the agent solves it

Combines Claude 3.5 Sonnet with SHAP and LIME libraries to generate comprehensive explanations. Computes SHAP values showing each feature's contribution to the fraud score. Generates counterfactual ex... Combines Claude 3.5 Sonnet with SHAP and LIME libraries to generate comprehensive explanations. Computes SHAP values showing each feature's contribution to the fraud score. Generates counterfactual explanations (what would change the decision). Produces natural language narratives suitable for audit documentation and examiner review. Creates visualizations including waterfall charts and feature importance plots. Achieves 95.4% accuracy with 289ms average latency.

System Navigation

Explore related components

Portal

Nexgile-PulseIQ Hub

Digital Worker

FraudGuard AI - Healthcare Claims Fraud Detection System

Current Agent

Explainability Agent (XAI)

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