Failure is inevitable—and as AI mediates more of the service, it’s multiplying. Joseph Michelli explains the “service recovery paradox”: why a brilliantly fixed problem can make a customer more loyal than one who never had a problem. Drawing on John Goodman’s TARP research, Qualtrics data, and Zappos’ legendary ten-hour call, he shows why the rescue moment, not the failure, is where AI-era loyalty is won—and three moves to win it.