Carnegie Learning

Carnegie Learning's MATHia software gives students one-on-one AI tutoring that models what each student actually understands, spots specific misconceptions, and adjusts instruction accordingly — built on genuine cognitive science research rather than a generic adaptive-quiz approach. It's used in thousands of US schools and has a solid research base showing real improvement in math outcomes, which is more than most edtech tools can claim.