In the emergency room, any action that can accelerate a diagnosis can reduce patient wait times and improve patient care. Advances in medical image analysis are now enabling doctors to interpret radiology reports and automate incident documentation. This session explores both the challenges of working with sensitive personal data and the benefits of AI assisted healthcare for patients.