Predictive sales forecasting became a staple in AI-powered CRM solutions in the 2010s as machine learning advanced. Traditional forecasting relied on manual data entry and historical trends, often leading to inaccurate predictions. With AI integration, CRMs began processing vast amounts of data in real time, allowing businesses to make proactive sales decisions. Today, predictive forecasting is a critical tool for revenue optimization, helping companies anticipate customer demand and manage pipeline health more effectively.