Adaptive AI study planner for Brazilian competitive-exam and professional-license candidates that maps exam-board patterns and recalculates daily study routes. Features hyper-categorized diagnostics from a large question bank and predictive B2B dashboards that identify at-risk students and prioritize teacher focus.