Artificial Intelligence is increasingly being applied in healthcare and medicine, with the greatest impact being achieved thus far in medical imaging. These are technologies that are capable of performing a task that usually requires human perception and judgement, which can make them controversial in a healthcare setting. In this article we will explore some of the opportunities and risks in using AI in healthcare, as well as policy recommendations for improving their use and acceptance.