Retail

Demand forecasts across products, stores, and planning levels.

Retail use cases produce one coherent forecast across product and store hierarchies, which supports ordering, inventory, labour, and logistics decisions.

Case library

One documented use case

RetailNorth America

Forecast demand across 30,490 product-store series

The case uses the public Walmart M5 forecasting benchmark dataset to compare a coherent 28-day demand forecast across 30,490 product-store series.

The case records a WRMSSE of 0.738, compared with 0.765 for the traditional benchmark, and completes a nationwide forecast in about three minutes.

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