Visual Guide to Evolving Demand Planning Maturity
Outlines five stages of demand planning maturity and the capabilities required to progress from foundational forecasting to AI-driven, network-orchestrated planning.
This visual guide maps the progression from spreadsheet-based demand planning through consensus forecasting, demand sensing, AI/ML automation, and full network orchestration. It identifies the statistical, collaborative, and automation capabilities needed at each stage and cites industry benchmarks showing most physical supply chains remain at Stage 3 or below.
72% of companies with physical supply chains operate at Stage 3 or below in supply chain planning maturity
Foundational demand planning relies on spreadsheets or point solutions and limits collaboration and statistical forecasting
Consensus-based planning adds demand sensing, event incorporation, and early AI/ML use for predictive forecasts
Acceleration stage focuses on AI/ML automation, demand shaping, and end-to-end synchronization across the network
Single data model cloud platforms enable seamless movement across maturity levels without disrupting operations
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