Modern SaaS companies are drowning in security questionnaires. By deploying an AI‑driven evidence lifecycle engine, teams can capture, enrich, version, and certify evidence in real‑time. This article explains the architecture, the role of knowledge graphs, provenance ledgers, and practical steps to implement the solution in Procurize.

This article explains how a contextual narrative engine powered by large language models can turn raw compliance data into clear, audit ready answers for security questionnaires while preserving accuracy and reducing manual effort.