Consulting
Advice where machine learning meets the clinic.
Alongside clinical and research work, I am available for a small number of selected engagements — for teams that need single-cell and machine-learning depth together with a physician’s sense of what matters for patients.
Service areas
AI in biomedicine
Choosing, building and stress-testing models against real biological and clinical data.
Single-cell & spatial omics strategy
An analysis plan that starts from the biological question — before the first sample is sequenced, or once the data is in.
Computational biology
Reproducible pipelines for sequencing data — documented, versioned and built to be handed over.
Clinical translation
Keeping computational work anchored in clinical reality — patients, endpoints and how care is actually delivered.
Who it’s for
Teams working where biology, data and patient care meet.
Biotech & pharma R&D
Translational and computational teams working with single-cell, spatial or clinical data.
Academic labs & consortia
Method choice, benchmarking and analysis strategy for multi-sample and atlas-scale projects.
Clinical & translational groups
Bringing machine learning to patient cohorts with a clear clinical question.
AI & health-tech start-ups
Scientific and clinical feedback on models, data and evaluation setups.
How an engagement works
Step 01
Intro call
A short conversation about your question, data and constraints — and an honest view of whether I am the right fit.
Step 02
Scoping & proposal
A written scope with goals, deliverables and timeline, and what is explicitly out of scope.
Step 03
Project or advisory
A focused, time-boxed project, or light-touch ongoing advice with regular check-ins.
Step 04
Handover
Documented code, decisions and recommendations that your team can own and build on.
A question that needs both the data and the clinic?
Tell me briefly about the question, the data and the timeline. I will reply with an honest view of whether — and how — I can help.
- Availability
- Open to selected engagements
- Formats
- Advisory calls · Project-based work · Ongoing advisory
- Setting
- Remote, or in person in Munich
- Languages
- English · German · Portuguese