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Why Supplier Risk Isn’t Predictable Anymore and What This Talk Covers
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Classroom Contents
Hybrid RAG-LLM Framework for Supplier Risk Intelligence
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- 1 Why Supplier Risk Isn’t Predictable Anymore and What This Talk Covers
- 2 Where Traditional Supplier Risk Models Break Down
- 3 3 Reasons Legacy Risk Intelligence Falls Short: Static, Limited, Late
- 4 The Solution: An Explainable Hybrid RAG + LLM Risk Intelligence Pipeline
- 5 Data Integration: Blending ERP Context with External Intelligence Signals
- 6 Why Retrieval-Augmented Generation Improves Early Risk Detection
- 7 Real-World Evaluation Results: Detection, Speed, and Coverage Gains
- 8 How Multi-Signal Risk Emerges: Financial + Compliance + ESG Together
- 9 Auditability by Design: Provenance from Source Docs to Decisions
- 10 Governance Controls: Bias Mitigation, Interpretability, Human Oversight
- 11 Performance & Scale: Continuous Monitoring Without Slowing Down
- 12 What You Get in Practice: Precision, Faster Response, Compliance, Scale
- 13 Wrap-Up: The 4 Pillars of Trusted Supplier Risk Intelligence
- 14 Final Takeaways & Closing Thoughts
