This article explores a novel architecture that combines generative AI with blockchain‑based provenance records, delivering immutable, auditable evidence for security questionnaire automation while maintaining compliance, privacy, and operational efficiency.

In today’s fast‑moving regulatory landscape, static compliance repositories quickly become outdated, leading to slow questionnaire turn‑around and risky inaccuracies.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.