AI use-case directory · Planning

AI demand forecasting: real AI examples and a starter prompt

Machine learning models combine sales history with signals like promotions, weather and seasonality to forecast demand. Walgreens reports a 15-point drop in forecast error.

Best for: Planners, Supply chain managers

Real-world examples

Walgreens

Reduced forecast error by 15 percentage points with AI-powered demand forecasting.

Source: Zebra success story

OTTO

Improved demand forecast accuracy by up to 30% using Google's TiDE model on Vertex AI.

Source: Google Cloud case study

Tools

Free or low-cost options first, then enterprise platforms.

Excel Forecast Sheet (free)
Prophet or statsforecast (free, open source)
ToolsGroup
Blue Yonder
o9 Solutions

Starter prompt

Replace the [BRACKETS]. Remove names and confidential numbers first.

Here is 24 months of anonymized monthly demand for [N] SKUs plus a promo flag column. Suggest a forecasting approach, write the Excel or Python steps to produce a 6-month forecast, and tell me how to measure accuracy (MAPE and bias) against a naive forecast.

Related Brief coverage

#forecasting

More planning use cases

Inventory optimization

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