Explainable AI Powered Real Time Compliance Policy Drift Detection Using Temporal Graph Neural Networks

Mon, 01 Jan 0001 00:00:00 +0000

Explainable AI Powered Real Time Compliance Policy Drift Detection Using Temporal Graph Neural Networks

Introduction

Enterprises are under constant pressure to keep their security and regulatory policies aligned with an ever‑changing landscape of standards, internal audits, and third‑party requirements. Policy drift—the gradual divergence between documented policies and the actual configuration of systems—often goes unnoticed until a compliance audit surfaces costly gaps.

Traditional drift detection relies on periodic scans and rule‑based diff tools. While useful, they suffer from three critical limitations:

Real‑Time Monitoring on Smart Automation for Questionnaires & Compliance

Explainable AI Powered Real Time Compliance Policy Drift Detection Using Temporal Graph Neural Networks

Explainable AI Powered Real Time Compliance Policy Drift Detection Using Temporal Graph Neural Networks

Introduction