AI can instantly draft answers for security questionnaires, but without a verification layer companies risk inaccurate or non‑compliant responses. This article introduces a Human‑in‑the‑Loop (HITL) validation framework that blends generative AI with expert review, ensuring auditability, traceability, and continuous improvement.