We explored how students’ perceptions of helpfulness and caring skew their ability to identify AI versus human mentorship responses. Emotionally resonant responses often lead to misattributions, indicating perceptual biases that shape mentorship judgments. The findings inform ethical, relational, and effective integration of AI in student support.