Tableau

A multimodal AI guide that dynamically adjusts dashboard complexity and onboarding paths based on user expertise and real-time cognitive load. It utilizes interaction patterns and physiological feedback to minimize cognitive overhead for novices while maintaining efficiency for experts.

Why it helps: Integrating adaptive onboarding would reduce the churn of new users struggling with complex dashboard configurations.