Harvard Team Builds AI to Screen Kids' Videos Frame by Frame

Maka Kids, developed through Harvard Innovation Labs, applies AI analysis to video content for children ages 0-6, checking each frame for pacing, overstimulation, and age-inappropriate material. The system evaluates content across seven developmental domains and flags uncertain cases for human review—addressing gaps that creator ratings alone miss.