Adaptivity Grid Audit for Learning Products

An audit service that maps a learning app's adaptive features onto a research-backed 15-form taxonomy of adaptivity, flags which of its features have experimental evidence behind them, and hands the product team a ranked list of the highest learning-gain-per-effort adaptations to build next.