Hybrid RAG-LLM Framework for Supplier Risk Intelligence

Learn how to build an explainable hybrid RAG-LLM framework for supplier risk intelligence in this 23-minute conference talk from Conf42 ML 2026. Discover why traditional supplier risk models fail in today's dynamic business environment and explore the limitations of legacy risk intelligence systems that are static, limited in scope, and provide late detection. Understand how to integrate ERP context with external intelligence signals through data integration techniques, and see how Retrieval-Augmented Generation improves early risk detection capabilities. Examine real-world evaluation results demonstrating improvements in detection accuracy, response speed, and coverage gains. Explore how multi-signal risk assessment combines financial, compliance, and ESG factors for comprehensive risk evaluation. Master the implementation of auditability by design with full provenance tracking from source documents to final decisions. Implement governance controls including bias mitigation, interpretability features, and human oversight mechanisms. Optimize performance and scale for continuous monitoring without compromising system speed. Review practical outcomes including enhanced precision, faster response times, improved compliance, and scalable operations, concluding with the four pillars of trusted supplier risk intelligence systems.