This article introduces a novel AI‑driven compliance decision engine that combines counterfactual reasoning, causal graph neural networks, and real‑time data streams. Learn how the architecture delivers instant, explainable decisions, adapts to policy drift, and integrates seamlessly with existing compliance pipelines, empowering organizations to stay ahead of regulatory change.