At the 2016 Summer Olympics, Miller won a bronze medal in the men's 100 metre breaststroke, setting the American record for the men's 100 metre breaststroke with a time of 58.87 seconds. Miller also won a gold medal in the men's 4 × 100 metre medley relay, in which he performed the breaststroke leg of the final.