Healthcare AI Product Systems Specialist
I design workflow-first healthcare AI products that transform fragmented clinical information into structured, actionable systems clinicians can actually use.
500 synthetic ICU workflow events modeled, revealing a 36-minute median signal-to-action latency and 63.8% SLA compliance.
My biomedical engineering training and hospital experience inform how I translate clinical workflow problems into buildable systems.
Featured Work
A selection of projects exploring healthcare workflows, AI-assisted systems, and product design.
Healthcare AI · 2026
My role: Scoped, designed, and built the workflow audit and analysis.
Modeled signal-to-action latency across 500 synthetic ICU workflow events. Found a 36-minute median response time and 63.8% SLA compliance, with a full audit trail from signal to action.
Clinical Workflow Signal AuditPublic Health · 2026
My role: Designed and built the county-level planning and analytics tool.
Built a county-level planning tool on 10,483 health facility records from Kenya's public facility data, surfacing service and ownership gaps by region.
Kenya Health Facilities DashboardHealthcare AI · 2026
My role: Designed and built the maintenance classification and routing pipeline as a FlyRank internship assignment.
Classifies biomedical equipment maintenance reports into structured routing decisions, assigning equipment type, issue, urgency, and responsible team.
Biomedical Maintenance TriageAI Systems · 2026
My role: Designed and built the multi-source scraping, scoring, and ranking pipeline.
Aggregates live roles from 6 job sources, scores and ranks them, and surfaces a fixed top-30 priority list.
Remote HealthAI Role MatcherHow I Think
Clinical problems are rarely caused by a lack of information. They're caused by information arriving at the wrong person, in the wrong form, at the wrong time. I build healthcare and AI systems that close that gap so the right information reaches the right person before delays become patient problems.
Workflow-first design
Clinician-centered decision support
Structured data over fragmented information
AI that supports, not replaces, human judgment
Let's Talk
Whether you're improving clinical workflows, designing AI-assisted systems, or exploring new product ideas, I'd be happy to start a conversation.