AI At Scale Changes The Infrastructure Equation

As AI adoption grows within companies, the cost of cloud-based token consumption rises significantly, prompting organizations to consider on-premises infrastructure to reduce expenses and improve scalability. Early architectural decisions about where AI models run and data resides are crucial for balancing cost, speed, and availability as AI use cases expand.