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Demand Forecaster Agent

Runs ensemble forecasting using Prophet and ARIMA models with configurable forecast horizons. Detects weekly and yearly seasonality, cross-validates predictions against holdout datasets, generates confidence intervals, and produces demand forecasts with MAPE accuracy metrics for inventory planning.

Agent ID
DemandForecaster
Sector B2B E-Commerce / Web-to-Print Solutions
Status
Operational

Problem Statement

The challenge addressed

Traditional forecasting methods fail to capture complex demand patterns including weekly seasonality, yearly trends, promotional impacts, and external market factors.

Core Logic

How the agent solves it

Runs ensemble forecasting using Prophet and ARIMA models with configurable forecast horizons. Detects weekly and yearly seasonality, cross-validates predictions against holdout datasets, generates con...

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