This article introduces a novel AI‑driven engine that analyzes historical interaction patterns to forecast which security questionnaire items will cause the most friction. By automatically surfacing high‑impact questions for early attention, organizations can accelerate vendor assessments, reduce manual effort, and improve compliance risk visibility.