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Curious Context Labs

case study · Customer service · Voice/chat agent

Fewer empty appointment slots, with reminders people can actually reply to

How two-way reminders, plain-language rebooking and same-day follow-up can fill slots that would otherwise sit empty.

business
Healthcare clinics
build
Voice/chat agent
timeline
4 weeks
read
3 min

01 the business

Family dental practice

2 sites, 9 dentists and hygienists

The practice sends one-way reminder texts. Changing a booking means phoning during office hours, so many people just do not come. Reception is too busy to call no-shows, and slots go empty.

02 before

The problem

Generic reminder texts get ignored, and changing a booking still means phoning during office hours. When someone does not show, staff are too busy to call, so the slot sits empty and the customer drifts away.

  • Reminders cannot be answered.
  • Rebooking only happens by phone in office hours.
  • No-shows are rarely followed up the same day.

03 the build

What the AI does

  1. Step 1: Reads upcoming bookings from your calendar or booking system each morning.
  2. Step 2: Sends a reminder by SMS or WhatsApp that the customer can answer in plain words.
  3. Step 3: Handles replies such as 'can we do Thursday instead' by offering real free slots and rebooking.
  4. Step 4: Offers freed-up slots to people on the waitlist in order.
  5. Step 5: Calls or texts no-shows the same day to rebook and notes the outcome on their record.

paused: waiting for a person to approve

How it was put together

  • Sent reminders by SMS or WhatsApp that patients can answer in plain words.
  • Offered real free slots when someone asked to move, and rebooked them.
  • Offered freed slots to the waitlist in order.
  • Followed up no-shows the same day and noted the outcome on the record.

04 human in the loop

Where a person stays in charge

Staff set the rules for what can be moved without asking, such as long procedures or deposits. Anything outside those rules goes to reception to decide.

  • Reception sets which appointments can be moved without a person, such as excluding long procedures.
  • Messages contain no clinical details.
  • Patients can opt out of messages at any time.

05 rollout

From kickoff to live in 4 weeks

  1. Week 1Agree reminder timing, wording and rebooking rules.
  2. Weeks 2–3Run at one site and review every conversation.
  3. Week 4Extend to both sites and switch on the waitlist.

06 after

What changes

Fewer empty slots and fewer phone calls just to move a time. Reception hears about problems early instead of at the door.

worked example · your numbers will differ

Assume 2,000 appointments a month, a no-show rate of 8% and an average appointment value of $150.

2,000 × 8% = 160 missed slots, or $24,000 a month. Cutting no-shows by a quarter recovers 40 slots, about $6,000 a month.

What to measure

  • No-show rate.
  • Slots refilled from the waitlist.
  • Reception time on reminder calls.
  • Patients who rebooked after a no-show.

07 evidence

What the research says

  1. Across randomised trials, attendance was 78.6% with text reminders against 67.8% with none, and text reminders worked about as well as phone calls at lower cost per attendance.

    Cochrane, Mobile phone messaging reminders for attendance at healthcare appointments (Gurol-Urganci et al.) (opens in a new tab) · 2013

  2. Calls using AI-generated voices count as artificial voice calls under US telephone consumer law, so they need the person's prior express consent.

    US Federal Communications Commission, FCC makes AI-generated voices in robocalls illegal (opens in a new tab) · 2024

08 lessons

Mistakes to avoid

  • Generic messages. Name the person, time and place.
  • No easy way to change. A reminder you cannot answer is a missed chance.
  • Ignoring opt-outs and consent rules for messaging.

09 questions

Common questions

Do reminders really work?
A Cochrane review of randomised trials found attendance of 78.6% with text reminders against 67.8% without, at lower cost than phone calls.
Can it handle deposits?
It can send payment links where your booking system supports them, under rules reception sets.

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