Operating at Scale: How Five Enterprises Are Turning Agentic AI Into Infrastructure

Agentic AI has now moved past the pilot stage. Across industries, organizations are no longer asking whether AI agents will fit into the experience — they're asking how to integrate agentic AI reliably at scale; across thousands of interactions, and legacy systems that were not necessarily built for autonomous decision-making. 

This is where a divide is emerging: it is no longer about companies using agentic AI and those that aren't, but between those that have figured out how to operate it at scale and those still scrambling to catch up.

The difference today is not about access to technology, it is dependent on strategy. The ability to align agentic AI with the right architecture, governance, and operational discipline to compound its value over time.

This report examines five organizations that have done exactly that: Henkel, Bosch, Toyota, Salzburg AG, and Hyatt. Offering insight into complex, global enterprises that have moved agentic AI from isolated use case to true operating capability. Each leveraging a different deployment context, but together revealing the pattern of what it actually takes to scale agentic AI successfully.

Taken together, these five cases build the argument that the organizations pulling ahead with agentic AI are the ones treating it as infrastructure to be engineered and refined, not a one-off feature. This report unpacks how CCW Digital and NiCE see that infrastructure taking shape — and what it reveals about the future of AI-powered support.