This article dives deep into prompt engineering strategies that make large language models produce precise, consistent, and auditable answers for security questionnaires. Readers will learn how to design prompts, embed policy context, validate outputs, and integrate the workflow into platforms like Procurize for faster, error‑free compliance responses.

In modern SaaS environments, gathering audit evidence is one of the most time‑consuming tasks for security and compliance teams. This article explains how generative AI can transform raw system telemetry into ready‑to‑use evidence artifacts—such as log excerpts, configuration snapshots, and screenshots—without human interaction. By integrating AI‑driven pipelines with existing monitoring stacks, organizations achieve “zero‑touch” evidence generation, accelerate questionnaire responses, and maintain a continuously auditable compliance posture.