Most AI initiatives fail. This 5-part framework can help you.

When generative AI first gained attention, many leaders raced to fund pilots. However, many of them fail to scale or create measurable value. Why? Because they lacked the organizational scaffolding needed to connect technical capabilities and business impact. Technology enables progress, but without aligned incentives, redesigned decision-making processes, and an AI-ready culture, even the most advanced pilots will not become enduring capabilities.