Healthcare product leader. Writer. Builder.

Turning breakthrough technology into products that matter.

15 years taking surgical robotics, clinical AI and cardiovascular devices from idea to the hospital floor. I write about the decisions in between.

Perspectives

Learnings from my work.

All perspectives
01Clinical AI / 4 min readThe hardest part of clinical AI isn’t the modelWhy an accurate algorithm is only the beginning of a useful clinical product.

Work & Impact

Complex challenges.
Real-world products.

Continuous AI Sepsis Monitoring embedded
in clinical workflows

First product hire. Built product, design, clinical, regulatory and quality, and launched the EHR-integrated product at Cleveland Clinic and LifeBridge Health. Granted FDA Breakthrough Device Designation.

Intuitive ↗

12M+ patient lives

Designing the future of robotic surgery

Pivoted company to new customer segment; built and lead product team driving future platforms and clinical AI roadmap across 350+ engineers.

iFR coronary physiology & intravascular imaging

Led imaging and physiology products from concept to launch, including CORE M2. Co-inventor on an iFR coronary physiology patent.

Penumbra ↗

$15M+ year one revenue

Novel Marketing for Coronary Aspiration

Launched Penumbra’s first coronary mechanical thrombectomy product despite significant negative clinical evidence; led a 30-person cross-functional team driving cath-lab adoption.

Builder’s Lab

Still building.
Still learning.

Hands-on AI builds I use and ship: production code, agents, and local-first tools.

More on GitHub ↗

How I work

Product judgment across the whole path to the patient.

From customer discovery and clinical workflow to AI capability, regulatory strategy, launch and adoption.

Clinical AI product strategy

AI products defined around clinician workflows, not just model capability: evaluation loops, trust mechanisms and adoption metrics that survive real hospital deployment.

Regulated product and SaMD

Regulatory strategy as a product lever. Shaping the roadmap around FDA, safety, evidence and claims early enough to avoid late-stage surprises.

Hospital workflow and go-to-market

Moving from pilot enthusiasm to repeatable implementation: training, launch, value proof and executive buyer alignment inside health systems.

Product organizations

Building product functions from zero: discovery cadence, roadmap discipline and the product leadership growing teams need to scale.

Let’s build something that matters.

A question about something I wrote, a product problem worth talking through, or an idea to build together.

I read every note.

Or find me on LinkedIn ↗

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