AI-Powered Emergency Triage · ESI Level 1–5 Classification

Clinical Intelligence Triage at the Speed of Emergency

The first multilingual AI triage engine that reads vitals, translates symptoms, calculates ESI classifications, and routes patients to the right care — in seconds.

🏥 Open Triage Dashboard Explore Features ↓
142 Heart Rate
88/54 Blood Pressure
91% SpO2
103.2°F Temperature
ESI-1 Triage Level
1.62 Shock Index
ESI Score Engine
Five Levels. Zero Guesswork.

The AI cross-references live vital telemetry with symptom analysis to assign the correct Emergency Severity Index classification instantly.

1 Critical

SpO₂ < 90%, Systolic < 85 mmHg, HR > 130 bpm, or cardiac/respiratory arrest

2 High Risk

Acute severe pain, stroke signs, hemodynamic instability, SpO₂ 90–94%

3 Urgent

Stable vitals with complex symptoms requiring multi-resource intervention

4 Less Urgent

Single-resource management needed, not at risk of immediate deterioration

5 Non-Urgent

Chronic conditions or minor complaints suitable for outpatient routing

triage_output.json — AI Analysis Result
// Patient: Dolor de pecho severo, dificultad para respirar
"translation": "Severe ischemic chest pressure with acute dyspnea onset",
"symptoms": ["Ischemic Chest Pressure", "Acute Dyspnea", "Diaphoresis"],
"body_part": "Anterior Thoracic / Myocardial Region",
"severity": "CRITICAL",
"urgency_score": 1,
"category": "Emergency Resuscitation Unit",
"red_flags": ["Severe Hypoxemia", "Hemodynamic Instability"],
"confidence": 0.97
Platform Capabilities
Built for the
Emergency Department

Every feature engineered for speed, accuracy, and the chaos of real emergency medicine.

🌐
Multilingual Symptom Translation

Accepts patient input in English, Spanish, Hindi, French, and Mandarin. Automatically translates to clinical English for medical record accuracy — no interpreter needed.

🫀
Real-Time Vital Telemetry Analysis

Inputs HR, BP, SpO₂, and Temperature. Auto-calculates Mean Arterial Pressure (MAP) and Shock Index to flag hemodynamic instability before symptoms escalate.

🤖
Multi-Model AI Router

Smart hub routes to Groq (Llama 3.3 70B), OpenAI (GPT-4o), or OpenRouter (Claude, Qwen) based on configuration — with automatic fallback if a provider is unavailable.

📋
Live Priority Queue Management

Dynamically sorted triage queue sorted by ESI level. Physicians can override AI classifications, reassign urgency, and release patients to assigned beds in real time.

🎙️
Voice Input & Audio Output

Patients speak symptoms directly — voice recognition captures in the selected language. AI generates a native-language reassurance script read aloud via browser speech synthesis.

💬
Multilingual Waiting Room Assistant

An empathetic AI chatbot answers patient questions in their native language — wait times, amenities, procedures — escalating to clinical staff when dangerous symptoms are mentioned.

🚨
Emergency Pulse Alerts

Critical ESI Level 1 patients trigger animated pulse alerts on the dashboard. Visual hierarchy immediately communicates risk to nursing and physician staff at a glance.

💊
Allergy & Medication Context

Allergy and active medication data are embedded into every AI prompt — giving the model full pharmacological context to flag interactions and contraindication risk vectors.

🛡️
Offline Fallback Rules Engine

A local clinical decision engine activates when AI providers are unreachable. Pure algorithmic ESI scoring ensures zero downtime — even without an internet connection.

Clinical Workflow
Intake to Assignment
in Under 5 Seconds

Each patient encounter follows a structured pipeline from raw input to bed assignment.

🗣️
Patient Input
Voice or text in any supported language
🌐
Auto-Translate
Symptoms converted to clinical English
🤖
AI Analysis
Routed to optimal model pipeline
🫀
Vital Scoring
MAP, Shock Index, ESI level assigned
📋
Queue + Route
Priority sorted, destination assigned
🛏️
Bed Release
Physician confirms, patient is admitted
AI Engine Options
5 Models.
One Smart Router.

The unified routing hub selects and dispatches to whichever provider is configured — with graceful degradation down the chain.

🇺🇸 English
🇪🇸 Español
🇮🇳 हिंदी
🇫🇷 Français
🇨🇳 普通话
Groq
Llama 3.3 70B
Ultra-fast inference · Default
OpenAI
GPT-4o Mini
Cost-effective · High accuracy
OpenAI
GPT-4o
Multimodal · Standard tier
OpenRouter
Qwen 2.5 72B
Clinical structuring specialist
OpenRouter
Claude 3.5 Sonnet
Advanced reasoning · Complex cases
5
Supported Languages
5
ESI Classification Levels
5
AI Model Pipelines
0s
Offline Fallback Delay
Running on localhost:5000

Ready to See It Live?

Launch the dashboard, input vitals and symptoms, and watch the AI triage engine classify your first patient in real time.

🏥 Open Triage Dashboard
Make sure app2.py is running · python app2.py
Studio Controls
Visual themes adjust the dashboard palette and music themes add ambient soundscapes.