Triage in 90 Seconds: A 4-Week Healthcare AI MVP That Cut ER Admission Errors by 41% Without Touching PHI

Triage in 90 Seconds: A 4-Week Healthcare AI MVP That Cut ER Admission Errors by 41% Without Touching PHI

On-prem deployment of a fine-tuned open-source clinical LLM behind a HIPAA-aligned gateway, retrieval over their internal protocol library with citation rendering, and a clinician-in-the-loop UI that records every accept/override for compliance and continuous evaluation.

Healthcare
Industry
4 Weeks
Timeline

Project Overview

1

What We Built

  • On-prem deployment of a fine-tuned open-source clinical LLM behind a HIPAA-aligned gateway, retrieval over their internal protocol library with citation rendering, and a clinician-in-the-loop UI that records every accept/override for compliance and continuous evaluation.

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