What you'll learn

Organizations often assume that widespread AI adoption and local productivity gains will naturally create business value. However, the Theory of Constraints shows that throughput is governed by a small number of bottlenecks, making many AI initiatives ineffective. In this course, Scaling AI in Business Operations: Aligning AI with Value, you'll learn how to focus AI on the constraints that truly drive organizational performance. First, you'll explore why broad, unfocused AI rollouts often create activity rather than value and how throughput shapes business outcomes. Next, you'll learn how to map value streams, identify operational constraints, recognize future strategic bottlenecks, and determine where AI can scale safely versus where human judgment remains essential. Finally, you'll discover how to build an AI integration strategy that elevates key constraints, enables employees to direct rather than execute work, and prepares the organization for the next bottleneck. By the end of this course, you'll be able to apply value-stream thinking and the Theory of Constraints to generate measurable, system-level business impact from AI.