
From Pilot to Platform: How Higher Ed Institutions Are Successfully Scaling AI Tutoring Across Departments
Many universities launch AI tutoring pilots with promising results, only to struggle when expanding institution-wide. This guide examines the strategic, technical, and cultural steps that separate successful scaling efforts from stalled experiments in higher education.










