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Author

Jamal Benhra

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Open access Oct 2026

AI-Driven Orchestration of AutoML-Based Demand Forecasting, Fleet Allocation, and Route Optimization in Last-Mile Delivery: A Single-Instance Case Comparison of Metaheuristic and Agentic AI Routing

Background: Last-mile delivery couples demand forecasting, heterogeneous fleet allocation, and routing under time windows, yet these decisions are usually studied in isolation. The object of this study is the forecast-to-route decision pipeline of an urban parcel operator; we examine the hypothesis that no single routi...

Aymane Labtiti, Jamal Benhra · 0 citations

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