This article explores a novel AI‑driven approach that automatically maps existing policy clauses to specific security questionnaire requirements. By leveraging large language models, semantic similarity algorithms, and continuous learning loops, companies can slash manual effort, improve answer consistency, and keep compliance evidence up‑to‑date across multiple frameworks.