The gap I work in
A model that performs well in validation can still fail at the bedside — not because the algorithm is wrong, but because the workflow, the metrics, or the clinical framing around it are.
Stroke technology lives or dies on fit: how it lands in a real hyperacute pathway, whether it changes a decision that matters, and whether anyone can prove it did. EUROSTROKES advises the companies building these tools from the side of the clinician who actually uses them, and who is fluent in the published ESO criteria that define stroke-unit quality.
Where I help
Workflow fit
How a tool lands in the real acute-stroke pathway — where it sits, who acts on it, and what it must not disrupt.
Pilot & study design
Designing pilots and evaluations that answer the question that matters: does this change a decision and an outcome?
KPI architecture
Defining the metrics that genuinely demonstrate clinical value — aligned with how stroke units are actually measured.
Clinical framing
The reasoning layer between a quantified scan and a decision — positioning, claims discipline, and evidence boundaries.
Why EUROSTROKES
- Frontline and standards-literate. An active stroke clinician who works daily against the published ESO criteria that define stroke-unit quality.
- Builder, not just reviewer. EUROSTROKES runs its own knowledge build (Livetextbook), so the advice is grounded in hands-on experience of the same problems.
- Independent and confidential. No equity in and no commission from the companies EUROSTROKES advises — the full independence policy is in How We Work. Engagements are contracted through EUROSTROKES SRL, and client work is kept confidential.
Current status
- Advisory offering defined across workflow, pilots, KPIs, and clinical framing
- Open to a small number of focused engagements
- Selected, anonymised learnings to be shared here over time