Conventional forecasting in MLM is troubled with erratic data, high distributor turnover, and demand fluctuation. AI-driven forecasting alleviates this by providing on-time product delivery, increasing distributor performance from proactive support, providing accurate revenue estimation, and preventing churn using predictive modeling. Direct sales companies leverage these strategies to succeed in an uncertain marketplace, turning data into actionable intelligence that powers intelligent inventory, sales, and retention strategies.