Solution Retail
AI Demand Forecasting and Replenishment for Retail
An AI forecasting and auto-replenishment platform on Microsoft Fabric that improves on-shelf availability and reduces inventory for multi-store retailers.
-50%Out-of-stocks
-15%Inventory levels
+8%Like-for-like sales
Typical outcomes for this kind of engagement. Results depend on your data and starting point.
THE CHALLENGE
Rule-based min-max replenishment cannot keep up with demand surges or slowdowns, so fast movers stock out while overstock builds elsewhere.
- High out-of-stock rates damaging customer experience and sales
- Rule-based replenishment unable to react to promotion lifts or weather
- Planner capacity consumed by manual overrides that are never learned from
OUR APPROACH
CloudGate builds an AI replenishment platform on Microsoft Fabric that forecasts demand at store-SKU-day level using promotion, weather, calendar and event signals.
- Store-SKU-day demand forecasting with promotion, weather and event signals
- Automated replenishment orders into the ERP with planner exception management
- Promotion lift modeling built into replenishment
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