This article introduces the AI Driven Dynamic Risk Scenario Playground, a novel generative‑AI‑based environment that lets security teams model, simulate, and visualize evolving threat landscapes. By feeding simulated outcomes into questionnaire workflows, organizations can anticipate regulator‑driven queries, prioritize evidence, and deliver more accurate, risk‑aware responses—driving faster deal cycles and higher trust scores.