Procurize introduces an Adaptive Vendor Questionnaire Matching Engine that uses federated knowledge graphs, real‑time evidence synthesis, and reinforcement‑learning driven routing to instantly pair vendor questions with the most relevant pre‑validated answers. The article explains the architecture, core algorithms, integration patterns, and measurable benefits for security and compliance teams.