This article explores a novel AI‑driven engine that combines graph neural networks (GNNs) with explainable AI to compute and attribute real‑time trust scores for vendors. By ingesting dynamic knowledge graphs, the system delivers instant, context‑aware risk insights while providing clear, human‑readable explanations that satisfy auditors, security teams, and compliance officers.