A Poland-based AI diagnostics company with established deployments in Eastern European hospitals approached Medora with the intention to expand into Germany. The product demonstrated strong clinical performance and was already integrated into hospital radiology workflows. The leadership team assumed that this traction would translate into rapid adoption in Germany.
The product itself was technically strong and clinically validated, yet early conversations with German providers repeatedly stalled. This created a clear example of a situation where success in one system created false confidence when entering a structurally different one.
From first conversation to first tangible results: five weeks. This included initial diagnosis, product adaptation definition, and re-engagement with target providers.
Founder and CEO, Head of Product, clinical advisor from the company side. On the Medora side, direct involvement at principal level with targeted input from regulatory and clinical workflow specialists when required.
The work began with a structured diagnosis of where the product failed to align with German diagnostic workflows.
This included reviewing how radiology decisions are made in Praxis and MVZ environments compared to hospital settings. The value proposition was then redefined to reflect how German providers evaluate efficiency and clinical benefit. Product gaps were identified, not at the level of core technology, but at the level of usability, integration expectations, and reporting structure. A revised entry strategy was developed, focusing on specific provider segments rather than broad hospital outreach.
The company repositioned its product toward outpatient diagnostic providers and adjusted its narrative accordingly. Conversations with German providers shifted from exploratory to concrete pilot discussions. The risk of a failed market entry due to misalignment was significantly reduced.
Strong clinical performance does not compensate for structural mismatch. In Germany, where diagnostics are heavily decentralized, success depends on fitting into the operational reality of outpatient providers rather than replicating hospital-based models.