Prognozowanie popytu

Forecasting future demand for products, services, or resources (energy, transport) based on sales time series, seasonality, promotions, external events, and macroeconomic data. The output feeds production planning, inventory management (S&OP, MRP), staffing allocation, and logistics. AI/ML models beyond classical ARIMA/ETS — including tabular foundation models (TabPFN-TS) and time-series transformers — capture nonlinear dependencies and external covariates.