§ 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.
Kids Learn AI Supply Chain Basics With a Farm Stand
· machine learning forecasting
What the LA Wildfires Reveal About AI Supply Chain Planning Gaps
· Predictive modeling, digital twin, agentic AI
Machine Learning ROI in Supply Chain: What the Data Actually Says
· Machine Learning Forecasting
Predictive Analytics in Logistics: A Use-Case Library from Demand Forecasting to Predictive Maintenance
· machine learning forecasting
Which AI techniques cut fuel costs in logistics?
· machine learning, computer vision
How AI Connects Airline Fleet Replacement to Daily Logistics
· digital twin, multi-agent optimization, machine learning
How Airlines Use AI to Cut Fuel Procurement Costs by 2-3%
· Machine learning forecasting
How AI Is Making Defense Supply Chain Audit Continuous
· machine learning, agentic AI
AI Demand Forecasting Implementation: The Risks Vendors Don't Emphasize
· machine learning forecasting
AI Demand Planning: The Evidence Base — What Accuracy Gains, ROI Timelines, and Adoption Data Actually Say
· machine learning forecasting
AI Demand Planning Software: ROI, Payback, and Why 55% of Projects Fail
· Machine learning forecasting
AI-driven supply chain risk management for food recalls
· Machine learning, sensor fusion, computer vision, anomaly detection
How AI Image Verification Strengthens Supply Chain Security
· computer vision
AI Maritime Alerts for Kauai's Island Supply Chain
· Machine learning (predictive analytics and anomaly detection)
AI Predictive vs Preventive Maintenance: Automotive Cost Benchmarks
· Machine learning
