Automate patient intake and AI risk triage with Azure OpenAI, Google, and Slack

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Built by Rahul Joshi Rahul Joshi
Created on February 19, 2026

Description

πŸ“Š Description
Automate patient pre-arrival intake, AI risk assessment, and real-time doctor alerts in one seamless healthcare workflow. β°πŸ“§ This automation sends scheduled intake reminders before appointments, analyzes submitted patient data using AI, and flags high-risk cases instantly via Slack. Powered by Azure OpenAI, it evaluates symptoms, allergies, and medical history to generate structured risk levels and doctor preparation notes. Reduce manual triage work, improve patient safety, and ensure physicians are fully prepared before every visit. πŸ€–πŸš¨

πŸ”„ What This Template Does
⏰ Runs hourly to fetch upcoming appointments from Google Calendar.
πŸ“§ Sends pre-arrival intake emails to patients via Gmail.
πŸ“Š Monitors new intake form submissions in Google Sheets.
πŸ€– Analyzes symptoms and medical history using Azure OpenAI (GPT-4o-mini).
🧹 Parses and normalizes structured AI output for consistency.
πŸ“ Stores risk level and doctor notes back into Google Sheets.
🚨 Sends instant Slack alerts if a patient is classified as High risk.

βœ… Key Benefits
βœ… Automates pre-visit intake collection with zero manual follow-up
βœ… Uses AI-powered risk triage to support clinical decision-making
βœ… Flags high-risk or urgent cases instantly
βœ… Reduces front-desk workload and manual screening time
βœ… Improves patient safety through structured early assessment
βœ… Ensures doctors are prepared before appointments begin

βš™οΈ Features
Google Calendar hourly appointment trigger
Gmail automated intake reminder emails
Google Sheets real-time form monitoring
Azure OpenAI GPT-4o-mini risk assessment engine
Structured JSON AI output with confidence scoring
Automatic data normalization and formatting
Conditional risk triage logic (Low / Medium / High / Emergency)
Slack instant doctor notifications for critical cases

πŸ” Requirements
Google Calendar OAuth2 credentials
Gmail OAuth2 credentials
Google Sheets OAuth2 credentials
Azure OpenAI API credentials (GPT-4o-mini deployment)
Slack OAuth2 credentials

🎯 Target Audience
Private clinics and healthcare providers
Telemedicine platforms
Medical practices handling high patient volume
Healthcare automation consultants and digital health startups

Nodes Used (7)

AI Agent
@n8n/n8n-nodes-langchain.agent
Azure OpenAI Chat Model
@n8n/n8n-nodes-langchain.lmChatAzureOpenAi
Code
n8n-nodes-base.code
Gmail
n8n-nodes-base.gmail
Google Calendar
n8n-nodes-base.googleCalendar
Google Sheets
n8n-nodes-base.googleSheets
Slack
n8n-nodes-base.slack