Medical Data & AI Consulting

Clinicians, researchers, and engineers. Same team.

You're sitting on data that could transform how you operate — patient records, imaging, clinical notes, labs. We help you put it to work, inside the systems you already run. No new software, no security headaches.

Three disciplines, one team

Medical data projects stall when the people who understand the data and the people who can build with it sit in different rooms. We put them on one team.

Clinical

Trained in hospitals, not just textbooks

Our physicians have worked in ICUs, ERs, radiology, and ORs — they know which problems are worth solving, and which "AI solutions" never survive real clinical use.

  • Radiology & Medical Imaging
  • Emergency Medicine
  • Internal Medicine & Critical Care
  • Anesthesiology
  • Prehospital Emergency Medicine
Technical

Your data is the starting point

EHRs, DICOM, lab systems, genomics, free-text notes — we've built pipelines for all of it. We start with the data you actually have, then find the best way to put it to work.

  • Medical Data Engineering & Pipelines
  • NLP for Clinical & Scientific Text
  • Medical Image & Signal Analysis
  • AI Agents & Workflow Automation
  • Secure, Compliant Infrastructure
Translation

From bench to bedside (and back)

The hardest part isn't the model — it's framing the right question, designing the study, and getting people to trust the output. That's the work we enjoy.

  • Problem Identification & Scoping
  • Study Design & Endpoint Selection
  • Regulatory & Compliance Strategy
  • Workflow Integration
  • Product & Publication Strategy

It starts with your data

We don't push a pre-built product. We start with the data you have, where the bottlenecks are, and what's possible — then build what fits.

1

Discovery workshop

We sit down with your team — clinical, IT, ops. Map your data, your workflows, and where time and value leak. No pitch deck, just questions.

2

Data audit & opportunity mapping

What data do you have, what's usable, where are the quick wins? We assess your EHR, imaging, lab, and ops data — and surface opportunities you didn't know were there.

3

Solution design

AI agent, data pipeline, dashboard, or simple automation — we recommend whatever actually solves the problem. You get a clear roadmap with timelines and expected impact.

4

Build & validate

We build inside your existing infrastructure — Epic, Cerner, PACS, your lab system. No new software, no new logins. Everything stays within your security and compliance perimeter.

5

Deploy & integrate

Solutions go live in the tools your team already uses. We handle monitoring, drift detection, and the details that decide whether something gets adopted or shelved.

6

Ongoing partnership

We don't hand off and disappear. We iterate, expand to new use cases, and train your team — advisory, joint publications, multi-site validation, whatever moves the needle.

Built by people who've been in the room

Not outside consultants guessing at how medicine works — physicians who've treated patients and engineers who've shipped production systems, who actually talk to each other.

Peter Daniel Serfözö

Peter Daniel Serfözö, MD

Acute & Critical Care Medicine

Peter is a physician who trained at University Hospital Zurich and CHUV Lausanne across internal medicine, anesthesiology, and critical care. He is board certified in internal medicine and certified in prehospital emergency medicine — a field where decisions are made in seconds, not by committee. He brings that same urgency to his work on wearable monitoring, resuscitation science, and healthcare AI.

Internal Medicine (Board Certified) Critical Care Emergency Medicine Anesthesiology Wearables
Soma Szabo

Soma Szabo, MSc

Data Science & AI Engineering

Soma is an AI engineer and former management consultant who bridges business and engineering. He has led strategy, operations, and data teams at Fortune 500 companies, and has built and shipped the underlying ML systems himself at enterprise scale. Educated at Northwestern and the University of Chicago, he specializes in agentic AI, NLP, and large-scale data infrastructure. He turns messy data into production-ready systems quickly, and is equally comfortable discussing ROI with the C-suite or architecture with engineers.

Strategy & Operations Fortune 500 Leadership Machine Learning NLP AI Agents Data Infrastructure

Behind Peter and Soma is a vetted network of specialists in medicine, radiology, and AI, drawn from university hospitals across Europe. We bring them in on demand to answer questions and take on problems that fall outside the two of us — so you get a lean, senior core team with real bench strength behind it.

Who we work with

From seed-stage health-tech to hospital systems to pharma R&D — anyone sitting on medical or scientific data they want to put to work.

Health-Tech Startups
MedTech & Devices
Digital Health Platforms
AI / ML Teams
Research Groups
Pharma & Biotech
Healthcare Organizations

Not sure where to start? That's the point.

Book a free 30-minute discovery call. Tell us what's frustrating — the data that's hard to access, the workflow that drags, the report built by hand. We'll tell you honestly what's possible and whether we're the right fit.

Book a Discovery Call

or reach out directly at sam@thornwoodai.com