I help teams build biomedical AI they can defend: interpretable models, honest validation, and the standards that say when to trust an output.
Each one stands alone. Most teams start with the first or the second.
Standing access to a second opinion.
A recurring block of time for your team each month: study design review, model critique, reading results, and the calls where somebody has to say out loud whether a number is real.
Monthly retainer, fixed hours, three month minimum.
A hard look at one model, pipeline, or claim.
Fixed scope, fixed fee. I take apart the thing that has to hold up: leakage, batch effects, validation design, interpretability, and whether the reported performance survives contact with new data. You get a written report, findings ranked by what they cost you.
Two to six weeks, quoted after the intro call.
The audit, turned into something you run without me.
I build the reusable version: evaluation harnesses, benchmark sets, reproducible pipelines, and the written standards that make a result defensible to a reviewer or a regulator. Yours to keep and extend.
Project based, usually scoped out of an audit.
You describe the problem. I say whether I am the right person and what it would take. No charge, no deck.
A short written proposal: what I will do, what you get, what it costs, when it lands. You approve it before anything starts.
Progress in writing as it happens, not silence followed by a report. Everything built is documented and handed over.
I take a small number of engagements alongside my research position, and outside work is cleared through my institution’s conflict of interest process before it begins. If the fit is wrong I will say so on the call and point you somewhere better.
Pick an open slot. You get a calendar invite with a video link, and so do I.
Send the brief below with two or three windows that suit you, in your own time zone. I reply within two business days with a confirmed slot and a video link.
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The more of this you fill in, the more useful the first call is.
Nothing confidential in a first email, please. Once we are talking I am glad to sign an NDA before anything sensitive changes hands. Prefer plain email? Write to me directly.