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Reading the Specialized AI Infrastructure Market

A framework for understanding how Neocloud and specialized GPU infrastructure providers differ from hyperscale clouds—and when each fits.

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Outline

  • How the supply side of AI compute is diversifying
  • Deployment models: managed inference, dedicated capacity, bare metal
  • Commercial models: on-demand, reserved, committed
  • Evaluating providers on workload fit rather than headline price

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