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Danh Phan.
CLIENTZALO CUSTOMER SERVICEAI AGENTHealthcare

Zalo Medical Consultation & Appointment Booking Bot

24/7 intelligent patient assistance bot on Zalo OA triaging clinic inquiries, scheduling doctor appointments, and sending appointment reminders.

Key Outcome: +42% off-hours appointment bookings
Zalo medical consultation bot workflow overview

Quick Facts

Timeline / Year
2026
My Role
Lead Engineer
Industry
Healthcare
Core Stack
Zalo OA API, n8n, OpenAI GPT-4o-mini

The Business Problem

A dental and cosmetic clinic experienced high abandonment rates on customer inquiries outside clinic working hours (6 PM - 8 AM), resulting in lost consultations and high front-desk phone congestion during peak mornings.

Implemented Solution

Built an intelligent Zalo Official Account chatbot with natural language understanding to answer common treatment FAQs, verify doctor availability in real-time, and confirm bookings directly into clinic schedules.

Role & Responsibilities

Conversational AI Developer: Configured Zalo OA webhooks, authored prompt safety guardrails, built intent classification nodes, and integrated booking calendar APIs.

Architecture & Implementation Details

Designed an n8n webhook listener that processes incoming Zalo messages, uses an LLM with strict clinic knowledge grounding for FAQs, and transitions seamlessly to structured booking workflows.

Verified Outcomes & Business Impact

Handled 1,800+ patient inquiries in the first 60 days with 0 medical hallucinations, increasing off-hour booking conversions by 42% and eliminating receptionist phone queueing.

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