Medical imaging leads the current adoption of AI in healthcare. Practitioners are integrating these tools to improve diagnostic accuracy and patient outcomes. However, the transition requires strict oversight to ensure clinical safety. This incremental shift focuses on operational efficiency rather than a total overhaul of the healthcare system or medical imaging workflows.