Engagement Forecasting is the process of using past customer interactions to predict future engagement levels. Businesses analyze CRM data, including email responses, social media activity, and purchasing behavior, to anticipate how customers will interact with upcoming campaigns. AI-driven analytics tools, such as HubSpot and Salesforce Einstein, assess engagement trends and provide insights into when and how to engage customers effectively. Companies use engagement forecasting to optimize marketing strategies, adjust customer outreach, and prevent churn. By leveraging predictive analytics, businesses can create more personalized experiences and drive higher conversion rates.