In a world where security questionnaires dictate deal velocity, the credibility of each answer has become a competitive edge. This article introduces the concept of an AI‑driven continuous evidence provenance ledger—a tamper‑evident, auditable chain that records every piece of evidence, decision, and AI‑generated response. By marrying generative AI with blockchain‑style immutability, organizations can deliver answers that are not only fast and accurate but also provably trustworthy, simplifying audits and boosting partner confidence.

A deep dive into using federated knowledge graphs to power AI‑driven, secure, and auditable automation of security questionnaires across multiple organizations, reducing manual effort while preserving data privacy and provenance.

This article explores a fresh approach to security‑questionnaire automation: an interactive, Mermaid‑styled evidence provenance dashboard. By marrying AI‑generated answers with a live knowledge‑graph visualisation, teams gain instant insight into where each piece of evidence originates, how it evolves, and who approved it—reducing audit friction, improving compliance confidence, and accelerating vendor risk decisions.