This article explores how AI‑powered knowledge graphs can be used to automatically validate security questionnaire responses in real time, ensuring consistency, compliance, and traceable evidence across multiple frameworks.

This article introduces a self‑healing compliance knowledge base that leverages generative AI, continuous validation, and a dynamic knowledge graph. Learn how the architecture automatically detects outdated evidence, regenerates answers, and keeps security questionnaire responses accurate, auditable, and ready for any audit.