The TutorMoments dataset evaluates whether AI tutors can identify the precise moment a student needs help. Researchers tested if models provide hints too early or too late during problem-solving. This benchmark forces developers to move beyond simple answer generation. It provides a concrete metric for building pedagogical agents that actually mimic human teaching patterns.