ClassEngage AI turns classroom interactions into actionable engagement insights using existing classroom infrastructure. The platform uses computer vision to provide real-time insights into student focus across sessions and identifies dips in engagement. It tracks participation through questions, interactions, and responses while monitoring behavioral patterns including attentiveness, distraction, confusion, collaboration, and excitement. Confusion detection provides real-time feedback to educators. The system requires no apps or extra devices — it uses existing classroom cameras combined with Vizenta AI to provide complete engagement intelligence with instant dashboards and consolidated reports for academic improvement.