This article introduces a generative AI driven auto‑healing knowledge graph that monitors compliance source changes, validates data freshness, and rewrites affected policy fragments in real time. By integrating continuous data pipelines, LLM‑based remediation, and explainable audit trails, organizations can keep security questionnaires accurate, lower manual effort, and boost stakeholder confidence.