As the digital economy reshapes enterprise operations, the convergence of business intelligence and artificial intelligence (AI) drives demand for professionals combining business acumen with technical expertise. The Business Intelligence course faces persistent challenges: technical instruction disconnected from business contexts, superficial AI integration, and practical training misaligned with industry needs. Drawing on teaching reform literature, this paper proposes a dual-driven framework integrating scenario-based teaching with industry-education collaboration. The model spans four dimensions—curriculum content redesign, instructional innovation, multi-tiered practical training, and evaluation refinement—each discussed with implementation strategies. The approach embeds AI technologies within authentic business scenarios, aiming to cultivate interdisciplinary talent equipped for evolving industry demands.