Context
Problem framing
MedAxis Intelligence delivers clinical decision support where latency and audit trails affect care pathways. Models must be explainable to clinical reviewers.
Healthcare Technology · 2024
MedAxis Intelligence
Built HIPAA-aligned reporting dashboards, diagnostic workflows, and AI-assisted analytics with improved clinical usability.

Context
MedAxis Intelligence delivers clinical decision support where latency and audit trails affect care pathways. Models must be explainable to clinical reviewers.
Challenge
HIPAA-aligned data paths, sub-second recommendations in busy workflows, and model updates without undeployed downtime.
Architecture
De-identified feature pipeline, model serving with canary releases, audit logs tying recommendations to input features, and UI surfacing rationale snippets clinicians can challenge.
Delivery
Clinical pilot with documented review sessions; recommendation latency within SLA. MedAxis clinical engineering owns model promotion checklist.
Engage
Share architecture constraints and success criteria. We respond with scope, risks, and an honest path forward.