AI at scale becomes a management system with budgets, controls, analytics, and accountability; the credible enterprise program is the one where leaders can see who is using AI, what it costs, and where controls apply.
Frontier AI is not only a software category; it is a capital-intensive operating environment. Leadership teams should treat cost, capacity, availability, and vendor durability as part of AI strategy instead of.
Enterprise AI applications are economic and operational systems, not prompts wrapped in UI. Leaders need cost-to-serve, response-time, model-selection, and evaluation discipline before scaling.