Best AI Infrastructure Tools in 2026

The phrase “AI infrastructure” now means two different things. One is the GPUs, schedulers, and MLOps platforms that exist to run AI workloads. The other is AI that runs infrastructure: agents and assistants that generate, deploy, and govern cloud resources on your behalf. They’re different markets with different vendors, and most teams need to think about both.