Hi, I'm James.

I lead applied AI teams that turn messy healthcare signals into decisions people can trust.

I'm Manager of AI/ML Applied Science at Infinia ML, where my team builds ContractIQ and Pricing & Scoring. Before that I built a health platform at Bionic Health and did a PhD in Biomedical Engineering at Duke. I live in Durham with my wife, in a century home we restored. I photograph wildlife, I lift, and we're avid Caniacs!

James Coppock smiling in a pink knit hat and purple rain jacket, with a waterfall and rocky stream behind him.
Trained as
PhD, Biomedical Engineering, Duke
Published
9 peer-reviewed papers, 1 US patent
Shipped
Wearable, sports-sensing and healthcare AI products

A night in my signals

Night of October 12, 2026

Into sleep
—
Heart rate
— bpm
HRV
— ms
Stage
—
Recorded by the ring I wear every night, with readings every five minutes and movement every thirty seconds. Drag across the chart, or use the slider, to read any moment.

That's my heart, asleep. Somewhere between the ring on my finger and this chart, a noisy flicker of light became a heart rate you can read. I've spent my career on that kind of step, from heartbeats and spine MRIs to the payer contracts that decide what care is paid.

Today that means leading the applied-science team at Infinia ML, the AI arm of Aspirion, where we turn dense payer contracts into reimbursement logic people can audit. See how the heartbeat gets out of the noise.

Four signals

Valencell, Wilson

The body

Heart rate and blood pressure from optical sensors that keep working while people move, and real-time ball tracking from sensors inside footballs, built with NFL teams.

Duke University

The tissue

Deep-learning segmentation and registration of spine MRI, measuring how intervertebral discs deform under everyday load. It became my dissertation. Read the case study.

Bionic Health

The person

A custom health record and web and mobile apps that brought one person's imaging, labs, glucose, sleep and heart data together, turned it into risk models, and let patients and clinicians explore it with an LLM assistant.

Infinia ML

The bill

ContractIQ reads payer contracts and works out what each claim should pay, so underpayments get caught and rates get negotiated with evidence.

Writing

The prototype was too small

Starting simple is good advice. Starting small can be a trap, especially when your users are experts and the domain is dense. What building ContractIQ taught me about the difference.

Off the clock

Read the case studies, grab the CV, or get in touch.