The $2.5 trillion AI investment gap likely stems from poor governance and misaligned priorities. To maximize ROI, companies need to focus on clear business outcomes, prioritize projects with real value, and ensure continuous optimization. Strategic, ongoing investment aligned with business goals, data management, and ethical practices is key to closing this gap.