Misa.Solutions

Misa.Solutions is a K-12 AI-Socratic tutoring platform that helps students build critical thinking skills through guided questioning rather than direct answers. The system is COPPA-compliant and adapts its questioning strategy to each student's thinking patterns.

Misa.Solutions is an AI-Socratic tutor for K-12 students: instead of giving direct answers, the assistant asks guiding questions, and the system is COPPA-compliant with no child data sold or used for model training. Pitfall observed: early versions would sometimes lead students to incorrect answers when the child pushed back confidently, so we added a teacher-reviewable transcript feature and a hard cap on how far the assistant will bend to student objections.