The solution we built
The implementation centred on a small number of high-leverage automations rather than a sprawling platform. For the fitness studio chain, the core pieces were as follows.
- Class Optimization: ML model predicts class demand based on time, day, instructor, weather, and historical patterns. Automatically adjusts class schedule and recommends optimal instructor assignments.
- Membership Renewal: Predictive churn model identifies at-risk members 30 days before cancellation. Triggers personalized retention campaigns with class recommendations and offers.
- Workout Recommendations: AI analyzes member goals, attendance patterns, and fitness level to suggest personalized class schedules and progression paths.