https://blog.procurize.ai/tags/multimodal-fusion/Recent content in Multi‑Modal Fusion on Smart Automation for Questionnaires & ComplianceHugoenhttps://blog.procurize.ai/self-supervised-multi-modal-evidence-fusion-for-real-time-co/Mon, 01 Jan 0001 00:00:00 +0000https://blog.procurize.ai/self-supervised-multi-modal-evidence-fusion-for-real-time-co/<h1 id="selfsupervised-multimodal-evidence-fusion-for-realtime-compliance-decision-support">Self‑Supervised Multi‑Modal Evidence Fusion for Real‑Time Compliance Decision Support</h1> <p>Enterprises today face a relentless stream of regulatory updates, vendor questionnaires, and internal policy changes. Traditional compliance pipelines—manual document reviews, rule‑based checklists, and siloed data stores—cannot keep pace with the velocity of modern business. The emerging convergence of <strong>self‑supervised learning</strong>, <strong>multi‑modal data fusion</strong>, and <strong>graph neural networks (GNNs)</strong> offers a transformative path: an AI engine that ingests heterogeneous evidence (text, images, PDFs, logs), learns rich representations without costly labeling, and instantly surfaces compliance decisions.</p>