CIO intelligence
Evidence favors AI-assisted human tutoring
Stanford found strong evidence for human-led tutoring, emerging evidence for AI supporting tutors, and insufficient evidence for fully automated tutoring. AI recommendations increased lesson-topic mastery by four percentage points overall and nine points with lower-rated tutors.
Cost, service, risk & adoption
Cost—augmentation may improve tutor productivity; Service—better instructional consistency; Risk—AI-only programs suffer low engagement and uncertain outcomes; Adoption—measure usage, dosage, mastery, and subgroup effects before scaling.
Read the original sources
Summary and leadership analysis from the August 25–September 1, 2026 brief. The edition’s selection notes explain source access and evidence limitations.