Enterprise IT infrastructure isn’t built for AI inference

As global AI investment continues to climb — it surpassed $300 billion in 2025, according to IDC — enterprise IT remains primarily focused on supporting the development of training models, with architecture such as large GPU clusters and high-density compute taking center stage.

But now AI inference is becoming the dominant workload, and the architecture that supports models in production, at scale, and to real users and systems has quickly become the future of AI.

The demand for AI inference…