Many companies currently struggle to turn their AI investments into real profit, often lacking a clear strategy for their tools. To fix this, Carnegie Mellon and Accenture have launched a "how-to" guide called the AI Adoption Maturity Model. This roadmap helps businesses identify gaps in data, training, or safety, allowing them to stop wasting money on random experiments. It transforms AI from a confusing science project into a reliable, efficient business tool that delivers measurable, long-term success.