In today’s fast‑moving regulatory landscape, static compliance repositories quickly become outdated, leading to slow questionnaire turn‑around and risky inaccuracies. This article explains how a self‑healing compliance knowledge base, driven by generative AI and continuous feedback loops, can automatically detect gaps, generate fresh evidence, and keep security questionnaire answers accurate in real‑time.