Asthma Care –
Real Use Case
See how our Clinical Reasoning Engine prevents ER visits by predicting exacerbations 72 hours early — with specific solutions, not generic alerts.
Asthma/COPD Care is Reactive, Fragmented, Expensive
Current care models wait for crises instead of preventing them.
❌Current State
- 📊4,000+Asthma deaths annually in the US
- 📊1.6MER visits for asthma each year
- 📊$50B+Annual cost of asthma care
- 📊65%Of ER visits are preventable with early intervention
⚠️Key Challenges
- •Inhaler misuse goes undetected until ER visit
- •Clinicians overwhelmed with alert fatigue
- •Environmental triggers not monitored
- •Symptom patterns missed between visits
- •No early warning system for exacerbations
Not Alerts — Solutions with Clinical Justification
See how our reasoning engine analyzes multiple signals to deliver specific interventions.
📥Input Signals (Multi-Source)
🧠AI Reasoning Process
📤Output: Specific Solution (Not Alert)
Sarah M., 54 — United Airway Disease
Real timeline showing how early intervention prevents ER visits.
Day -3 (72h before)
detectedNasal resonance drops 15%
Ragweed pollen: 52 (3x threshold)
System recommends: Start nasal steroid today
Day -2 (48h before)
trendingPeak flow: 88% (down from 94%)
Nasal congestion worsening
Escalated: Avoid outdoor activities, increase nasal spray
Day -1 (24h before)
criticalPeak flow: 82%
Mouth breathing detected
Provider notified: Consider oral steroid burst
Day 0 (Crisis prevented)
activeOral steroids started
ER visit prevented. Patient stable.
Key Insight
Instead of waiting for Sarah to wheeze (too late), our system detected nasal congestion via voice analysis, cross-referenced it with ragweed pollen data (3x her threshold), and delivered a specific solution: "Start nasal steroid today — pattern matches your March episode."
Result: ER visit prevented. $3,800 saved. Patient stable.
Sample Provider Dashboard View
Zero alert fatigue. Doctors see patients categorized by urgency with full context and reasoning.
Patient Status Overview
Sarah M., 54 — UAD Cascade
Nasal patency 35%, ragweed 3x threshold
Consider oral steroid burst. 89% ER probability without intervention.
✓What Providers See
- • Critical → Attention → Stable categorization
- • Full clinical reasoning for each recommendation
- • Pattern matching to historical episodes
- • Risk probability with time-to-crisis estimates
- • One-click actions (prescribe, call patient, etc.)
❌What Providers DON'T See
- • 500 unread alerts
- • "SpO2 is 92%" without context
- • Generic reminders
- • Data dumps without solutions
- • Alert fatigue
Ready to Prevent ER Visits?
See how Ardia's Clinical Reasoning Engine can transform your asthma/COPD care with early intervention.