This article explores a novel approach that combines generative AI, knowledge‑graph‑driven drift detection, and Mermaid‑based visual dashboards. By turning raw policy changes into live, interactive diagrams, security and legal teams gain instant, actionable insight into compliance gaps, reducing questionnaire turnaround time and improving vendor risk posture.