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Attendance is the most obvious signal, but it should not be the only one. A useful retention system combines behavioral, billing, engagement, and service data.
AI automation works best when it coordinates several systems that already exist in the business. It does not need to replace the gym management platform, payment processor, booking software, or CRM. Instead, it connects those systems and applies consistent retention rules.
A retention dashboard should be built around daily decisions. Managers should be able to answer: