One New Thing: Universities Build Their Own AI Platforms

Leading AI tutoring platforms include Khan Academy / Khanmigo (K-12, free), Carnegie Learning MATHia (high school math, school license), Duolingo (languages, freemium), IXL (K-12 math and ELA, subscription), and Squirrel AI (K-12, prominent in Asia). Each uses adaptive algorithms to personalize practice for individual students.

AI tutoring platforms track accuracy, response time, hint usage, topic mastery, and session duration. They generate learner models that predict which concepts a student has mastered and which require review. Dashboards give teachers visibility into class-wide patterns and individual student needs, enabling more targeted in-person instruction.

Several AI tutoring platforms have peer-reviewed evidence of effectiveness. Carnegie Learning MATHia shows significant math gains in multiple RCT studies. Khan Academy correlational studies show students who complete more exercises score higher on standardized tests. Overall, the research suggests consistent use of AI tutoring produces measurable but moderate learning improvements.

Schools should evaluate curriculum alignment to their standards, evidence of learning effectiveness, data privacy and FERPA compliance, ease of integration with existing LMS, teacher reporting capabilities, total cost of ownership, and the quality of implementation support. Free trials allow classroom pilots before committing to a district contract.