Modern compliance teams struggle with verifying the authenticity of evidence provided for security questionnaires. This article introduces a novel workflow that couples zero‑knowledge proofs (ZKP) with AI‑driven evidence generation. The approach lets organizations prove the correctness of evidence without exposing raw data, automates validation, and integrates seamlessly with existing questionnaire platforms such as Procurize. Readers will discover the cryptographic foundations, architectural components, implementation steps, and real‑world benefits for compliance, legal, and security teams.