Challenge
Planning teams used disconnected forecasts and reporting tools, creating stock imbalance and slower decisions.
Solution
Integrated forecasting pipelines into merchandising and planning systems with shared quality and monitoring standards.
Impact
Composite delivery pattern: planning cycle decisions shifted from delayed reconciliation to continuous signal-informed updates.
Indicative result range
Indicative result range: planning and replenishment alignment improved by 25-45% in comparable retail programmes.