{"workflow":{"id":13520,"name":"Automate patient intake and AI risk triage with Azure OpenAI, Google, and Slack","views":87,"recentViews":0,"totalViews":87,"createdAt":"2026-02-19T13:52:19.945Z","description":"## 📊 Description\nAutomate patient pre-arrival intake, AI risk assessment, and real-time doctor alerts in one seamless healthcare workflow. ⏰📧 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. 🤖🚨\n\n## 🔄 What This Template Does\n⏰ Runs hourly to fetch upcoming appointments from Google Calendar.\n📧 Sends pre-arrival intake emails to patients via Gmail.\n📊 Monitors new intake form submissions in Google Sheets.\n🤖 Analyzes symptoms and medical history using Azure OpenAI (GPT-4o-mini).\n🧹 Parses and normalizes structured AI output for consistency.\n📝 Stores risk level and doctor notes back into Google Sheets.\n🚨 Sends instant Slack alerts if a patient is classified as High risk.\n\n## ✅ Key Benefits\n✅ Automates pre-visit intake collection with zero manual follow-up\n✅ Uses AI-powered risk triage to support clinical decision-making\n✅ Flags high-risk or urgent cases instantly\n✅ Reduces front-desk workload and manual screening time\n✅ Improves patient safety through structured early assessment\n✅ Ensures doctors are prepared before appointments begin\n\n## ⚙️ Features\n- Google Calendar hourly appointment trigger\n- Gmail automated intake reminder emails\n- Google Sheets real-time form monitoring\n- Azure OpenAI GPT-4o-mini risk assessment engine\n- Structured JSON AI output with confidence scoring\n- Automatic data normalization and formatting\n- Conditional risk triage logic (Low / Medium / High / Emergency)\n- Slack instant doctor notifications for critical cases\n\n## 🔐 Requirements\n- Google Calendar OAuth2 credentials\n- Gmail OAuth2 credentials\n- Google Sheets OAuth2 credentials\n- Azure OpenAI API credentials (GPT-4o-mini deployment)\n- Slack OAuth2 credentials\n\n## 🎯 Target Audience\n- Private clinics and healthcare providers\n- Telemedicine platforms\n- Medical practices handling high patient volume\n- Healthcare automation consultants and digital health startups\n","workflow":{"id":"Z7pT3C4RAhLxE6LV","meta":{"instanceId":"8443f10082278c46aa5cf3acf8ff0f70061a2c58bce76efac814b16290845177","templateCredsSetupCompleted":true},"name":"Patient Pre-Arrival Intake Automation","tags":[],"nodes":[{"id":"224e8bd7-da15-41e6-bff2-9f2cd35ad0e2","name":"📋 Overview","type":"n8n-nodes-base.stickyNote","position":[-1232,960],"parameters":{"color":3,"width":560,"height":764,"content":"## 🏥 Patient Pre-Arrival Intake Automation\n\n### How it works\nThis workflow automates two parallel healthcare processes:\n\n**Branch 1 — Appointment Reminders:** Every hour, the workflow fetches upcoming appointments from Google Calendar and sends a pre-arrival intake email to each patient via Gmail, prompting them to complete their intake form before the visit.\n\n**Branch 2 — AI Risk Assessment:** When a patient submits the intake form (detected via Google Sheets Trigger), an Azure OpenAI-powered AI agent analyses the patient's symptoms, allergies, and medical history. It assigns a risk level (Low / Medium / High / Emergency), flags allergy risks, notes medication conflicts, and generates doctor preparation notes. The output is parsed, normalised, and written back to Google Sheets. If the risk level is **High** or above, a real-time Slack alert is sent to the doctor.\n\n### Setup steps\n1. Connect **Google Calendar** OAuth2 credentials to the Hourly Trigger branch.\n2. Connect **Gmail** OAuth2 credentials for the intake email node.\n3. Connect **Google Sheets Trigger** OAuth2 and point it to your intake form responses sheet.\n4. Connect **Azure OpenAI** credentials (deployment: `gpt-4o-mini`) to the AI agent.\n5. Connect **Google Sheets** OAuth2 for writing assessment results to `Sheet1`.\n6. Connect **Slack** OAuth2 and replace `YOUR_SLACK_CHANNEL` with your actual channel ID.\n\n### Customization\n- Adjust the cron interval on the Hourly Trigger to match your clinic's schedule.\n- Modify the AI system prompt to add speciality-specific risk criteria.\n- Expand the Slack alert to include emergency/medium risk levels via the IF node."},"typeVersion":1},{"id":"0b3adea4-5c18-4f14-abc6-a06c53f44d40","name":"Section: Appointment Reminder","type":"n8n-nodes-base.stickyNote","position":[-528,752],"parameters":{"width":640,"height":200,"content":"## 📅 Appointment Reminder Branch\nRuns every hour. Fetches all upcoming appointments from Google Calendar and sends each patient a pre-arrival intake email via Gmail to collect symptoms and medical history before their visit."},"typeVersion":1},{"id":"32f3c2ca-770e-492e-80f2-5a6c4fcc8f83","name":"Section: Intake & AI Analysis","type":"n8n-nodes-base.stickyNote","position":[-560,1200],"parameters":{"width":840,"height":164,"content":"## 🤖 Patient Intake & AI Risk Analysis\nTriggered on new form responses. Azure OpenAI analyses symptoms, allergies, and visit reason, returning a structured risk assessment with level, flags, confidence score, and doctor preparation notes. Output is parsed and normalised before being stored."},"typeVersion":1},{"id":"5b7d9a72-86d5-4f4f-829e-e785d8baea99","name":"Section: Risk Triage & Notification","type":"n8n-nodes-base.stickyNote","position":[368,1168],"parameters":{"width":728,"height":200,"content":"## 📊 Risk Triage & Doctor Notification\nStores the AI assessment back into Google Sheets (Sheet1). Checks if risk level is **High** — if so, fires an instant Slack alert to the assigned doctor with patient name, key concerns, allergy flags, and preparation notes."},"typeVersion":1},{"id":"72b9461a-1344-4776-be3f-591f0fa34fc0","name":"⚠️ Warning: Slack Config","type":"n8n-nodes-base.stickyNote","position":[1168,1120],"parameters":{"color":2,"width":260,"height":150,"content":"⚠️ **Slack Credentials Required**\nReplace `YOUR_SLACK_CHANNEL` with a valid channel ID. Ensure the Slack OAuth2 app has `chat:write` scope. Missing config will silently skip high-risk alerts."},"typeVersion":1},{"id":"499ecd67-0dec-435e-b8ed-9597c9f505a6","name":"⚠️ Warning: Azure OpenAI","type":"n8n-nodes-base.stickyNote","position":[-240,1600],"parameters":{"color":2,"width":260,"height":150,"content":"⚠️ **Azure OpenAI Credentials Required**\nThis node requires a valid Azure OpenAI API key and an active `gpt-4o-mini` deployment. Incorrect credentials will halt the entire intake assessment pipeline."},"typeVersion":1},{"id":"6842f180-285d-479e-984b-55cf24da4504","name":"Hourly Schedule Trigger","type":"n8n-nodes-base.cron","position":[-464,976],"parameters":{"triggerTimes":{"item":[{"mode":"everyHour"}]}},"typeVersion":1},{"id":"08efb4fc-5703-46db-b1ac-74867e649721","name":"Fetch Calendar Appointments","type":"n8n-nodes-base.googleCalendar","position":[-272,976],"parameters":{"options":{},"calendar":{"__rl":true,"mode":"list","value":"primary"},"operation":"getAll","returnAll":true},"credentials":{"googleCalendarOAuth2Api":{"id":"credential-id","name":"Google Calendar account -anuj"}},"typeVersion":1},{"id":"0d89988a-05ce-40b6-bc0b-06a3cd6a7710","name":"Send Pre-Arrival Intake Email","type":"n8n-nodes-base.gmail","position":[-64,976],"parameters":{"toList":["user@example.com"],"message":"cdcd","subject":"hii","resource":"message","additionalFields":{}},"credentials":{"gmailOAuth2":{"id":"credential-id","name":"Gmail credentials"}},"typeVersion":1},{"id":"277a99af-7589-4e66-bf3b-85eec473dfb7","name":"Watch Intake Form Responses","type":"n8n-nodes-base.googleSheetsTrigger","position":[-480,1408],"parameters":{"options":{},"pollTimes":{"item":[{"mode":"everyMinute"}]},"sheetName":{"__rl":true,"mode":"list","value":997547145,"cachedResultUrl":"https://docs.google.com/spreadsheets/d/1QeHhYXc-F0SPZzLpWa7fIlG5sWjPS2h2sLGcEeFb7AI/edit#gid=997547145","cachedResultName":"Form Responses 1"},"documentId":{"__rl":true,"mode":"list","value":"1QeHhYXc-F0SPZzLpWa7fIlG5sWjPS2h2sLGcEeFb7AI","cachedResultUrl":"https://docs.google.com/spreadsheets/d/1QeHhYXc-F0SPZzLpWa7fIlG5sWjPS2h2sLGcEeFb7AI/edit?usp=drivesdk","cachedResultName":"Patient pre-arrival intake form (Responses)"}},"credentials":{"googleSheetsTriggerOAuth2Api":{"id":"credential-id","name":"Google Sheets Trigger account"}},"typeVersion":1},{"id":"9714372f-79a8-4b4f-b1f0-63bd4411e1ca","name":"AI Risk Assessment Agent","type":"@n8n/n8n-nodes-langchain.agent","position":[-224,1408],"parameters":{"text":"=Here is the patient intake information:\n\nFull Name: {{ $json[\"Name\"] }}\nAge or DOB: {{ $json['  Date of Birth  '] }}\nReason for Visit: {{ $json['  Reason for Visit  '] }}\n\nSymptoms:\n{{ $json['  Please describe your current symptoms  '] }}\n\nKnown Allergies:\n{{ $json['  Do you have any known allergies?  if yes, please describe'] }}\n\n\nPlease assess the medical risk level based on this information and return structured JSON as instructed.","options":{"systemMessage":"=You are a clinical intake risk assessment assistant.\n\nYour task is to analyze patient intake form responses before a medical appointment.\n\nYou must:\n1. Identify potential medical risk factors.\n2. Assess urgency level (Low, Medium, High, Emergency).\n3. Detect allergy risks.\n4. Flag possible medication conflicts if mentioned.\n5. Extract key medical concerns in structured format.\n6. Be cautious and safety-oriented.\n7. Never provide diagnosis.\n8. Never provide treatment recommendations.\n9. Only assess risk level and summarize concerns.\n\nIMPORTANT:\n- If symptoms include chest pain, breathing difficulty, unconsciousness, or signs of anaphylaxis, classify as \"Emergency\".\n- If severe pain (8–10), worsening symptoms, or chronic disease complications appear, classify at least \"High\".\n- If mild symptoms without risk indicators, classify as \"Low\".\n\nYou must return your output in strict JSON format.\n\nRequired JSON structure:\n\n{\n  \"risk_level\": \"Low | Medium | High | Emergency\",\n  \"requires_immediate_attention\": true | false,\n  \"allergy_flag\": true | false,\n  \"medication_conflict_risk\": true | false,\n  \"key_concerns\": [\"bullet point summary\"],\n  \"doctor_preparation_notes\": \"short paragraph summary for physician\",\n  \"confidence_score\": 0-100\n}\n\nDo not include explanations outside JSON.\nReturn valid JSON only."},"promptType":"define"},"typeVersion":3},{"id":"0a997b53-5985-4e77-8b19-d576d59a2cd0","name":"Normalize AI Output","type":"n8n-nodes-base.code","position":[128,1408],"parameters":{"jsCode":"// Get raw output string\nconst rawOutput = $json.output;\n\n// Safety check\nif (!rawOutput) {\n  throw new Error(\"No AI output found.\");\n}\n\nlet parsed;\n\n// Try parsing JSON safely\ntry {\n  parsed = JSON.parse(rawOutput);\n} catch (error) {\n  throw new Error(\"AI output is not valid JSON.\");\n}\n\n// Normalize risk level formatting\nconst normalizedRisk = parsed.risk_level?.trim() || \"Unknown\";\n\n// Ensure boolean values\nconst requiresImmediateAttention = Boolean(parsed.requires_immediate_attention);\nconst allergyFlag = Boolean(parsed.allergy_flag);\nconst medicationConflictRisk = Boolean(parsed.medication_conflict_risk);\n\n// Normalize confidence score\nlet confidence = Number(parsed.confidence_score);\nif (isNaN(confidence)) {\n  confidence = 0;\n}\n\n// Return clean structured JSON\nreturn [\n  {\n    json: {\n      risk_level: normalizedRisk,\n      requires_immediate_attention: requiresImmediateAttention,\n      allergy_flag: allergyFlag,\n      medication_conflict_risk: medicationConflictRisk,\n      key_concerns: parsed.key_concerns || [],\n      doctor_preparation_notes: parsed.doctor_preparation_notes || \"\",\n      confidence_score: confidence\n    }\n  }\n];"},"typeVersion":2},{"id":"086887e7-d121-4df3-9fe1-f3a658eb302d","name":"Save Assessment to Sheet","type":"n8n-nodes-base.googleSheets","position":[448,1408],"parameters":{"columns":{"value":{"Name":"={{ $('Watch Intake Form Responses').item.json.Name }}","Risk level":"={{ $json.risk_level }}","allergy flag":"={{ $json.allergy_flag }}","key concerns":"={{ $json.key_concerns }}","confidence score":"={{ $json.confidence_score }}","immidiate action":"={{ $json.requires_immediate_attention }}","Doctor prepartion notes":"={{ $json.doctor_preparation_notes }}"},"schema":[{"id":"Name","type":"string","display":true,"removed":false,"required":false,"displayName":"Name","defaultMatch":false,"canBeUsedToMatch":true},{"id":"Risk level","type":"string","display":true,"required":false,"displayName":"Risk level","defaultMatch":false,"canBeUsedToMatch":true},{"id":"immidiate action","type":"string","display":true,"required":false,"displayName":"immidiate action","defaultMatch":false,"canBeUsedToMatch":true},{"id":"allergy flag","type":"string","display":true,"required":false,"displayName":"allergy flag","defaultMatch":false,"canBeUsedToMatch":true},{"id":"key concerns","type":"string","display":true,"required":false,"displayName":"key concerns","defaultMatch":false,"canBeUsedToMatch":true},{"id":"Doctor prepartion notes","type":"string","display":true,"required":false,"displayName":"Doctor prepartion notes","defaultMatch":false,"canBeUsedToMatch":true},{"id":"confidence score","type":"string","display":true,"required":false,"displayName":"confidence score","defaultMatch":false,"canBeUsedToMatch":true}],"mappingMode":"defineBelow","matchingColumns":["Name"],"attemptToConvertTypes":false,"convertFieldsToString":false},"options":{},"operation":"appendOrUpdate","sheetName":{"__rl":true,"mode":"list","value":269975083,"cachedResultUrl":"https://docs.google.com/spreadsheets/d/1QeHhYXc-F0SPZzLpWa7fIlG5sWjPS2h2sLGcEeFb7AI/edit#gid=269975083","cachedResultName":"Sheet1"},"documentId":{"__rl":true,"mode":"list","value":"1QeHhYXc-F0SPZzLpWa7fIlG5sWjPS2h2sLGcEeFb7AI","cachedResultUrl":"https://docs.google.com/spreadsheets/d/1QeHhYXc-F0SPZzLpWa7fIlG5sWjPS2h2sLGcEeFb7AI/edit?usp=drivesdk","cachedResultName":"Patient pre-arrival intake form (Responses)"}},"credentials":{"googleSheetsOAuth2Api":{"id":"credential-id","name":"Google Sheets account"}},"typeVersion":4.7},{"id":"d5c63f4f-864a-4a00-88a8-b4b8813035d9","name":"Check Risk Level","type":"n8n-nodes-base.if","position":[768,1408],"parameters":{"conditions":{"string":[{"value1":"={{ $json[\"Risk level\"] }}","value2":"High"}]}},"typeVersion":1},{"id":"ffbd555a-5222-4104-b291-e3dbd0afb371","name":"Notify Doctor via Slack","type":"n8n-nodes-base.slack","position":[1232,1328],"parameters":{"text":"=🚨 High-Risk Patient Alert\n\nPatient: {{$json[\"Name\"]}}\nSymptoms: {{ $json[\"key concerns\"] }}\nAllergies: {{ $json[\"allergy flag\"] }}\n\n⚠ Doctor notes:\n{{ $json[\"Doctor prepartion notes\"] }}\n\nPlease review before appointment.","channel":"YOUR_SLACK_CHANNEL","attachments":[],"otherOptions":{},"authentication":"oAuth2"},"credentials":{"slackOAuth2Api":{"id":"credential-id","name":"Slack account 5"}},"typeVersion":1},{"id":"4bdc07e3-b2ea-4e74-831e-98cc4020abb8","name":"Azure OpenAI Chat Model1","type":"@n8n/n8n-nodes-langchain.lmChatAzureOpenAi","position":[-416,1616],"parameters":{"model":"gpt-4o-mini","options":{}},"credentials":{"azureOpenAiApi":{"id":"credential-id","name":"Azure Open AI account"}},"typeVersion":1}],"active":false,"pinData":{},"settings":{"executionOrder":"v1"},"versionId":"8ebb765b-ce2b-4ef2-aeb1-b1c250836b5a","connections":{"Check Risk Level":{"main":[[{"node":"Notify Doctor via Slack","type":"main","index":0}]]},"Normalize AI Output":{"main":[[{"node":"Save Assessment to Sheet","type":"main","index":0}]]},"Hourly Schedule Trigger":{"main":[[{"node":"Fetch Calendar Appointments","type":"main","index":0}]]},"AI Risk Assessment Agent":{"main":[[{"node":"Normalize AI Output","type":"main","index":0}]]},"Azure OpenAI Chat Model1":{"ai_languageModel":[[{"node":"AI Risk Assessment Agent","type":"ai_languageModel","index":0}]]},"Save Assessment to Sheet":{"main":[[{"node":"Check Risk Level","type":"main","index":0}]]},"Fetch Calendar 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