Case study
Segment: Private clinics

Confirmations and lower no-show

AI confirms appointments automatically and reschedules patients early so rooms do not sit idle because of no-shows.

Key metrics

6 days

Launch time

7,500+

Monthly bookings

-21%

No-show reduction

Outcome

  • check_circle-21% no-show
  • check_circle+13% room utilization
  • check_circle-49% manual confirmations

Challenge

Administrators were not able to call patients on time, so some bookings fell through on the day of the visit.

Solution

We deployed AI reminders, confirmations and rescheduling with a status captured for every patient.

Results

  • -21% no-show
  • +13% room utilization
  • -49% manual confirmations

Why this scenario worked

For private clinics, no-shows directly reduce room utilization and doctor output. Voice AI helps confirm visits systematically, free up slots in advance, and offer quick rescheduling.

Confirmation and reminder automation removes routine calling from administrators and makes schedule utilization more predictable. This is especially valuable in specialties with high-value appointments and short slots.