There are numerous opportunities for AI to assist in the COVID-19 pandemic. In radiology, AI can be used for image interpretations, prognostication as well as for resource management, disparities research and epidemiological studies. We will review some of the promise of AI while also highlighting some of the challenges. AI algorithms can be brittle and may not generalize well.