Amazon2025Product Management & Systems Design
Fulfillment Forecast & Routing Optimizer (FFRO)
AI-assisted forecasting and routing recommendations for fulfillment operations.
Supply ChainForecastingOptimizationOpenAI
Narrative Proof
I can model fulfillment constraints and translate them into a decision cockpit with measurable tradeoffs.
Problem
Fulfillment performance degrades when forecasts, capacity, and routing decisions live across disconnected tools. Teams react late to demand shifts and miss service-level targets.
Impact
- Improved forecast-to-plan cycle time by consolidating demand, capacity, and routing.
- Reduced late-stage volume rework by surfacing constraint violations earlier.
- 50% reduction in manual scenario testing time for regional planners.
Overview
FFRO simulates expert logistics planner logic to visualize network health and optimize routing.
It assigns Service Level Risk Scores (0-100) and recommends specific routing changes.
Planners can run rapid what-if scenarios and export actionable routing shifts.