Accurate Filter Life Prediction: Estimating life based on actual water volume (via level changes) is more scientific than simple timers, preventing waste or overdue use. User Hydration Analytics: Tracking usage patterns enables personalized hydration reports and app-based reminders. Smart Energy & Refill: Connected dispensers can schedule water production during off-peak hours based on habits, ensuring morning availability and leveraging time-of-use energy rates.