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.
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 European stroke-unit quality standards.
- 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. 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