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Amazon Moves to Sell Trainium Chips to Other Data Centers

The shift could turn AWS’s internal cost advantage into a standalone product business that reshapes how companies buy AI training hardware.

Overview

  • AWS said in mid‑June that it is in early talks to sell its Trainium AI chips and possibly full racks to outside companies for use in their own data centers.
  • Amazon’s custom‑silicon group has already passed a roughly $20 billion annualized run rate and CEO Andy Jassy said the chips business could scale to about $50 billion if sold broadly.
  • Large customers have already committed heavy Trainium use, with Anthropic operating a reported 500,000‑chip Rainier cluster and public reporting of OpenAI plans to add Trainium capacity starting in 2027.
  • Significant obstacles remain because Nvidia’s CUDA software creates high switching costs for model developers, TSMC foundry capacity is limited, and many workloads need engineering to run efficiently on Trainium.
  • If Amazon can resolve supply and software hurdles the move could cut training and inference costs for some users and force rivals and chip makers to speed capacity and tooling investments.