This article unveils Procurize’s new meta‑learning engine that continuously refines questionnaire templates. By leveraging few‑shot adaptation, reinforcement signals, and a living knowledge graph, the platform reduces response latency, improves answer consistency, and keeps compliance data aligned with evolving regulations.