This article introduces a practical blueprint that merges Retrieval‑Augmented Generation (RAG) with adaptive prompt templates. By linking real‑time evidence stores, knowledge graphs, and LLMs, organizations can automate security questionnaire responses with higher accuracy, traceability, and auditability, while keeping compliance teams in control.