This article explores a next‑generation AI‑orchestrated questionnaire automation engine that adapts to regulatory changes, leverages knowledge graphs, and delivers real‑time, auditable compliance answers for SaaS vendors.

This article explores a novel AI‑driven engine that combines large language models with a dynamic knowledge graph to auto‑recommend the most relevant evidence for security questionnaires, boosting accuracy and speed for compliance teams.