Buying GPUs is easy compared with powering them at scale.

  • Power interconnects and cooling retrofits are now scheduling bottlenecks.
  • Many enterprise buyers underestimate facility constraints relative to chip lead times.
  • Infra execution speed is becoming a core competitive advantage.

The next AI moat is infrastructure operations, not model access alone.

Sources