The TutorMoments dataset tests whether AI tutors recognize the optimal moment to intervene during student learning. Researchers analyzed how models balance immediate assistance with productive struggle. This study reveals that current LLMs often over-help, hindering deep conceptual mastery. Educators can use these findings to refine prompt engineering for more effective, patient pedagogical agents.