Appointments are booked. The bottleneck is filling the gaps left by no-shows without overloading the schedule.

The average outpatient no-show rate reaches 18.8%. Each missed appointment means unrealised revenue, an underutilised clinician, and a waitlisted patient who could have been seen. Traditional scheduling systems treat each gap as an isolated event, without learning from history or anticipating cancellations. The result: schedules with unpredictable afternoon gaps and morning overdemand, with next-available routine appointments 20-plus days out.

Medozai, JMIR 2024