This article introduces a novel semantic‑graph‑based auto‑linking engine that instantly maps supporting evidence to security questionnaire answers in real time. By leveraging AI‑enhanced knowledge graphs, natural‑language understanding, and event‑driven pipelines, organizations can cut response latency, improve auditability, and maintain a living evidence repository that evolves with policy changes.