AI-Powered Patient Triage for Regional Healthcare Network

The Challenge

A regional healthcare network with 12 clinics was facing critical bottlenecks in patient triage. Emergency departments were overwhelmed, average wait times exceeded 90 minutes, and clinical staff were burning out from manual assessment workflows. The organization needed a way to intelligently route patients to the right care level faster without compromising diagnostic accuracy.

Our Approach

1. 1

   Conducted a comprehensive AI readiness audit across all 12 clinics, assessing data infrastructure, EHR integration capabilities, and staff digital literacy.

2. 2

   Designed a multi-modal AI triage system that combined symptom analysis, patient history, and real-time vitals to generate risk-scored routing recommendations.

3. 3

   Implemented a phased rollout starting with 3 pilot clinics, using a human-in-the-loop approach where AI recommendations were reviewed by triage nurses before action.

4. 4

   Built a custom training program for clinical staff, focusing on AI-assisted decision making and override protocols.

5. 5

   Established continuous monitoring dashboards tracking accuracy, throughput, and patient outcomes to drive iterative improvement.

Results

“Ryan brought a rare combination of deep technical expertise and genuine understanding of healthcare operations. The AI triage system has fundamentally changed how we deliver care.”

Technologies Used