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AI Agent Intelligent Payment Recovery System

Diagnostic Agent

Uses GPT-4o with fine-tuned XGBoost ensemble to parse ISO 8583 failure codes, classify root causes across 30+ categories, analyze customer payment history, detect fraud versus legitimate failures, and cross-reference bank system status. Provides confidence percentages (e.g., 89% confidence temporary insufficient funds) with detailed evidence.

Diagnostic Agent

Part of Intelligent Payment Recovery System

Portal: Nexgile CogniPay Nexus

Agent ID: diagnostic-agent

Problem Statement

The challenge addressed

Payment failures have diverse root causes (insufficient funds, expired cards, fraud, bank issues) that require expert-level analysis to properly classify and address.

Core Logic

How the agent solves it

Uses GPT-4o with fine-tuned XGBoost ensemble to parse ISO 8583 failure codes, classify root causes across 30+ categories, analyze customer payment history, detect fraud versus legitimate failures, and...

System Navigation

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