Modern SaaS firms struggle with static security questionnaires that become outdated as vendors evolve. This article introduces an AI‑driven continuous calibration engine that ingests real‑time vendor feedback, updates answer templates, and closes the accuracy gap—delivering faster, reliable compliance responses while reducing manual effort.

In a world where vendor risk can change in minutes, static risk scores quickly become obsolete. This article introduces an AI‑driven continuous trust score calibration engine that ingests real‑time behavioral signals, regulatory updates, and evidence provenance to recompute vendor risk scores on the fly. We dive into the architecture, the role of knowledge graphs, generative AI‑based evidence synthesis, and practical steps to embed the engine into existing compliance workflows.