Did an AI Tutor Help Struggling Students? What a Two-Year Khanmigo Trial Actually Found
An independent randomized trial separated the effect of Khan Academy's practice software from its Khanmigo AI layer. The practice tool produced modest gains in line with prior ed-tech evidence, the AI layer added no measurable benefit, and the real bottleneck turned out to be whether students accepted help at all.



