Case Study · Healthcare

AI Receptionist for Clinic Calls and Appointment Requests

How a clinic used AI intake to organize appointment requests, FAQs and callback tasks.

Client B — Private ClinicAI workflow automationHuman handover
Clinic AI receptionist appointment intake workflow
Business challenge

The situation

  • Reception staff handled appointment questions, repeat service inquiries and callback requests during busy clinic hours.
  • Missed calls created frustration, and staff sometimes had to manually copy details from messages into follow-up lists.
  • The clinic needed a safer intake process that supported staff without giving medical advice.

Kairox solution

Kairox designed the automation around one clear principle: the AI employee should handle routine intake and organization, while the human team keeps control of judgment, relationship-building and sensitive decisions.

  • Designed an AI Receptionist for appointment intake, service FAQs, callback requests and operating-hours guidance.
  • Added guardrails so the AI did not provide diagnosis, treatment advice or emergency guidance beyond approved instructions.
  • Created structured tasks for reception staff with patient name, phone number, requested department and preferred timing.
  • Included escalation rules for urgent, emotional or complex cases.

Workflow overview

Patient inquiryAI intakeSafety checkReception taskHuman confirmation

Outcome areas

Reduced manual intakeReception staff received more complete request details.
Safer patient routingThe AI captured intent and escalated sensitive cases to humans.
Improved call-back organizationCallback requests were easier to prioritize and track.
More consistent FAQsPatients received approved, consistent service information.
“The assistant did not replace reception. It made reception calmer and more organized during busy hours.”

What made the workflow effective

The workflow was practical because it focused on a repeated operational bottleneck. The AI did not try to replace human judgment. It collected information, reduced delay, organized records and made handover easier.

KPIs to measure

  • Callback requests captured
  • Appointment request completion
  • Escalation accuracy
  • Reception admin time