A model that works in the lab is a prototype, not a product. The path to the clinic begins with rigorous validation on independent data, then clinical evaluation under the local regulator's rules — FDA clearance in the United States, CE marking in Europe.
Then comes deployment: integration with hospital systems, workflow design, staff training and monitoring of real-world performance. The final, invisible ingredient is trust — built through explainability, transparency and a track record of improving outcomes.
The five-step journey
- Develop and validate on independent data
- Obtain regulatory authorisation for a defined use
- Integrate into the clinical workflow and train teams
- Continuously monitor real-world performance
- Improve through evidence and feedback