Khanmigo AI Tutoring Shows Minimal Math Achievement Gains in School Trial

A two-year randomized trial in Tennessee middle schools found that using Khanmigo for math coaching raised achievement by 1.3 national percentile ranks per term. Gains were comparable to standard Khan Academy practice, largely because students rarely engaged in substantive mathematical dialogue with the AI.