Challenge

Solution

• Water Chemistry Prediction: ML analyzes historical test data, weather patterns, and pool characteristics to predict chemical needs. Optimizes chemical inventory on service trucks.
• Route Optimization: Dynamic routing considers traffic, appointment windows, and equipment needs. Automatically adjusts for cancellations and emergency calls.
• Equipment Failure Prediction: AI analyzes service notes and equipment age to predict pump, heater, and automation failures. Proactively schedules replacements during regular service.