Traditional forecasting struggles with fragmented signals and delayed reporting. AI models analyse behavior shifts, spend patterns, and seasonality in real time, giving marketers earlier warnings and clearer projections. Teams using AI-assisted forecasting reduce planning errors and smooth budget allocation across quarters.