AI Appointment Reminder Autocall System

We design and deploy artificial intelligence systems: from prototype to production-ready solutions. Our team combines expertise in machine learning, data engineering and MLOps to make AI work not in the lab, but in real business.
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AI Appointment Reminder Autocall System
Medium
~1-2 weeks
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Development of AI Appointment Reminder Autocall System

Appointment reminders reduce no-show rate from 20–35% to 5–10%. For clinics, salons, car services, this directly saves revenue. The AI bot does it automatically without admin overhead.

Reminder Schedule

Medical appointments: 2 days before, 4 hours before, 2 hours before Beauty salons: 1 day before, 3 hours before Service centers: 24 hours before, 2 hours before

Reminder Scripts

Long reminder (2+ days before): "Good day, {name}! Reminding you of your appointment with {specialist} in 2 days at {time}..."

Final reminder (same day): "Hello, {name}! Reminder of your visit today at {time} with {specialist}..."

Response Handling

  • Confirm: update calendar
  • Reschedule: offer available slots
  • Cancel: remove, notify specialist

Economics

  • 100 appointments/day × 25% no-show = 25 empty slots
  • 1 slot = 2000 RUB revenue
  • Reducing no-show to 8% = +17 slots × 2000 = 34k RUB/day

Timeline: system for one appointment type — 2 weeks. Multi-specialized — 4–6 weeks.