Designing an AI FinOps

Enterprises have moved past the question of whether AI works. The real challenge now is whether it can be run like a controllable, measurable system—especially once agentic workflows begin issuing multiple model calls, invoking tools, and expanding context. In practical terms, many organizations are discovering that