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Healthcare Diagnostics

89% faster triage with autonomous diagnostic agents

FRACIFY deployed a collaborative agent swarm of 8 specialized diagnostic agents across a 12-hospital network, reducing door-to-triage from 47 minutes to under 5 minutes.

Impact achieved
89%Faster triage time
96.3%Diagnostic accuracy
2.1MPatients served annually

About MediCare Health

MediCare Health operates a network of 12 hospitals across 5 countries, handling over 2.1 million patient visits annually. The network includes 3 trauma centers, 6 general hospitals, and 3 specialty clinics serving urban and rural populations.

Employees
14,500
Annual Revenue
$3.2B

Critical bottlenecks in emergency care

Emergency departments across MediCare's network were critically strained. Average door-to-triage time was 47 minutes, and door-to-diagnosis averaged 3.2 hours for non-critical cases. Stroke patients faced a dangerous 78-minute wait for CT interpretation. With a shortage of radiologists and emergency physicians, diagnostic errors occurred at a rate of 8.2 per 1,000 cases.

Top challenges

  • 47-minute average door-to-triage time in emergency departments
  • 78-minute delay for stroke CT interpretation — exceeding黄金 hour targets
  • 8.2 diagnostic errors per 1,000 cases due to clinician fatigue
  • Rising malpractice premiums and declining patient satisfaction scores

Skills deployed

  • Multi-agent diagnostic swarm with 8 specialized clinical agents
  • Real-time medical imaging analysis with vision transformers
  • HIPAA-compliant FHIR integration across EHR, PACS, and LIS
  • Automated escalation for critical findings in under 30 seconds

Collaborative AI agents at the bedside

FRACIFY deployed 8 specialized diagnostic agents that work in parallel, ingesting patient data the moment it becomes available — vitals, lab results, imaging, and historical records. The triage prioritizer assigns acuity scores in 1.2 seconds. The imaging analyst flags critical findings on CT and X-ray in real-time. The differential generator fuses all outputs into a ranked diagnosis with confidence scores and recommended next steps.

FRACIFY OrchestratorVision TransformersClinical LLM FHIR Integration LayerPACS ConnectorReal-time Inference

Clinical transformation in 6 months

Within 6 months of full deployment, FRACIFY's diagnostic agents transformed clinical operations across the MediCare Health network:

89%Reduction in triage time — 47 min down to under 5 min
96.3%Diagnostic accuracy — surpassing 92.1% physician baseline
62%Faster stroke diagnosis — 78 min reduced to 29 min
$8.2MAnnual savings from reduced length of stay

"The FRACIFY agents have become an indispensable part of our clinical workflow. They don't replace our clinicians — they amplify them. Our emergency physicians now spend less time hunting for data and more time at the bedside making life-saving decisions."

— Dr. James Hartwell
Chief of Emergency Medicine, MediCare Health

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