This article explores a new AI‑powered approach called Contextual Evidence Synthesis (CES). CES automatically gathers, enriches, and assembles evidence from multiple sources—policy docs, audit reports, and external intel—into a coherent, auditable answer for security questionnaires. By combining knowledge‑graph reasoning, retrieval‑augmented generation, and fine‑tuned validation, CES delivers real‑time, precise responses while maintaining a full change‑log for compliance teams.