The best AI model is useless if it stays in a drawer. Bringing AI into a clinic means integrating it with the hospital's imaging system, deciding where it sits in the reading workflow and training radiologists and technologists to work with it confidently.
Deployment is an ongoing partnership. Hospitals measure whether AI changes outcomes — detection rates, recall rates, turnaround times — and feed that evidence back to manufacturers. Successful programmes treat AI as a team member that improves with use, not a one-off installation.
What a successful rollout requires
- Smooth integration with existing imaging systems
- A clear workflow: when AI flags, who reviews, who decides
- Training for the whole team
- Continuous outcome measurement