Procurize introduces a self‑organizing knowledge graph engine that continuously learns from questionnaire interactions, regulatory updates, and evidence provenance. This article deep‑dives into the architecture, benefits, and implementation steps for building an adaptive, AI‑driven questionnaire automation platform that reduces response latency, improves compliance fidelity, and scales across multi‑tenant environments.