1 * Supply-Chain Turbulence
- 70 % of retailers faced major stockouts in 2024. 2 * Gen
AI Levers
- Autonomous demand sensing, supplier co-pilot, dynamic repricing. 3 * Architecture
- RAG over data lakehouse, vector DB, guard-rail LLM. 4 * Risk & Ethics
- Data masking, bias guard, human-in-loop. 5 * Results
- Forecast MAPE |30 %, inventory |18 %, CO2 |12 %. 6 * Case Story
- Global apparel brand cut air-freight spend $14 M. 7 * Change Enablement
- Control-tower war-games, citizen-AI labs. 8 *
Conclusion
- Gen