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Amazon Puts $200 Billion Behind 2026 AI Buildout as Jassy Floats Selling Trainium Racks

The move aims to secure scarce AI compute to lift AWS margins.

Overview

  • Amazon’s CEO Andy Jassy, in Thursday’s annual letter, set 2026 capital spending at about $200 billion, mostly for AWS data centers, power, and custom chips tied to AI.
  • He said Amazon’s in‑house silicon business tops a $20 billion revenue run rate and could approach $50 billion if the company sells hardware to outside customers.
  • Amazon is considering offering racks of Trainium accelerators to third parties as demand exceeds supply, with Trainium2 sold out and Trainium3 nearly fully reserved.
  • Capacity pressure extends to CPUs as two large clients tried to buy all 2026 Graviton instance capacity and were refused, while AWS AI revenue has climbed above a $15 billion annual run rate.
  • Heavy AI purchases cut free cash flow to $11 billion in 2025, and industry data from Barclays points to an 87.9% jump in hyperscaler capex this year as investors debate near‑term returns versus long‑term gains.