AI strengthens marketing forecasting by detecting patterns in customer behavior and campaign data. It predicts demand, allocates budgets more effectively, and enables large-scale personalization. This improves targeting accuracy and ensures more dependable ROI projections, helping marketers make faster, data-driven decisions with reduced guesswork and higher campaign efficiency.