§ 40 — Use Cases
Use Cases
Pattern-level analyses of what works and what fails when supply-chain AI is applied to specific functions and techniques (demand forecasting, inventory optimization, procurement automation, warehouse computer vision), synthesized from the Post-Mortems and corroborated by cited external research (e.g., MIT CTL, SupplyChainBrain, peer-reviewed studies) rather than recycled unsourced industry statistics. Every claim carries a named source and date. Distinct from Post-Mortems (single-deployment accounts) and Readiness (task checklists): this section answers whether a category of AI application actually delivers, and under what conditions it fails, at a pattern level.
How WFP's SCOUT AI Optimizes Humanitarian Supply Chains
· combinatorial optimization
Why Supply Chain Planners Are Turning to AI Weather Forecasting
· machine learning forecasting
How AI Transforms Airline Disruption Recovery
· parallel optimization
How AI Climate Modeling Reshapes Supply Chain Risk Management
· machine learning forecasting, weather foundation models
Three tiers of AI contamination detection in produce supply chains
· computer vision, deep learning
How AI Predicts Demand Surges for Storm Planning
· Machine learning forecasting
How AI Risk Monitoring Detects Drone Threats to Supply Chains
· machine learning
How AI Transforms the Economics of Drug Recall Management
· Natural language processing, machine learning
How AI Is Changing Food Quality Testing in the Supply Chain
· Computer Vision
How AI Detects Foodborne Outbreaks Across the Supply Chain
· machine learning, natural language processing
How AI optimizes markdowns for store-closure liquidation
· machine learning forecasting
How AI Reduces Repeat Deviations in Pharma Quality Management
· NLP, Clustering, RAG, Anomaly Detection
AI in Procurement: 7 Named Company Case Studies with Quantified Results
· machine learning, natural language processing
How AI Agents Handle Consumer Recall Communication
· computer vision
How AI Computer Vision Prevents Self-Checkout Theft
· computer vision
How AI Supply Chain Planning Can Mitigate the Helium Shortage
· multi-scenario optimization