Artificial intelligence (AI) is an emerging technology to potentially improve care timeliness and diagnostic accuracy. This commentary provides a grounded assessment of this potential by examining clinician knowledge, physician examination skills, and health record data factors that affect the effect of AI chatbots as a tool driving diagnostic safety.