What is metal to agents? Navigating the architecture of enterprise AI

Enterprise AI has reached a critical turning point as organizations move from isolated, chat-based experimentation to complex reasoning models and autonomous agents. While the productivity gains are real, underlying infrastructure costs are escalating rapidly, with token consumption predicted to increase 24x by 2030. Relying entirely on external clouds and proprietary APIs means your expenses scale directly with business growth, introducing major predictability and cost issues.