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Case Study · Reusable Framework / Healthcare

Healthcare Reception Framework

Reusable AI reception and booking automation framework designed for healthcare providers. Pre-configured conversation flows handling patient inquiry triage, treatment qualification, appointment booking, reminder sequences and pre-visit instructions — deployable across clinics and practices with minimal customization. Built as an operational framework, not a single-instance solution.

Focus

Systems Architecture · Automation Design · Customer Operations · AI Implementation

Stack

n8n · Claude API · WhatsApp Cloud API · Notion · CRM

Status

Production · Deployable

01

Problem

Clinics and healthcare practices share the same reception workload — triage, booking, reminders, pre-visit instructions — yet each one rebuilds the workflow from scratch. The opportunity: package the logic once as an operational framework, deploy it many times across practices with minimal customisation.

02

Approach

Reusable AI reception and booking automation framework designed for healthcare providers. Pre-configured conversation flows handling patient inquiry triage, treatment qualification, appointment booking, reminder sequences and pre-visit instructions — deployable across clinics and practices with minimal customization. Built as an operational framework, not a single-instance solution.

03

What I built

  • Reusable framework architecture for multi-clinic deployment
  • Patient inquiry triage and treatment qualification logic
  • Appointment booking with calendar and resource integration
  • Automated reminders and pre-visit instruction delivery
04

Outcome

A reusable healthcare reception framework that takes a new clinic from cold-start to running patient triage, booking and follow-up automation in days, not months — with minimal per-practice customisation.

Architecture notes

Built to run autonomously, fail loudly, and be handed off to a team — not held together by a single operator. Conversation state, business logic and integration adapters are separated so any layer can be swapped without rebuilding the system.

n8nClaude APIWhatsApp Cloud APINotionCRM