With tremendous excitement about deploying AI in medical setting, the number of successes is low. I will argue for that some of the biggest challenges to deploying AI are systemic, and require evaluation of impact of these technologies on patient workflows and outcomes.Instead we are working to integrate machine learning tools into existing clinical workflows. I will discuss the technical, human/computer interaction, cultural, and systemic issues that we have needed to overcome to do this effectively.