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Chronicles

The story behind the story

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At Intel's AI Summit in Taipei, executives say Copilot will soon run locally on PCs and that there will be a 40 TOPS requirement for NPUs on next-gen AI PCs

Let the TOPS wars begin.  —  We've previously reported on industry rumors that Microsoft's Copilot AI service will soon run locally …

Tom's Hardware Paul Alcorn

Context & Ripple Effects

Intel had already outlined Microsoft’s broader AI-PC checklist, including a Copilot key, while expanding its developer and hardware-vendor program through Microsoft’s AI-PC requirements. The local-Copilot claim adds a performance threshold to that platform push.

The 40-TOPS marker was later formalized in Microsoft’s Copilot+ PC category, making this an early signal that NPU capability would become a Windows-PC qualification criterion rather than an optional specification.

First-order effects

  • Intel and PC makers must position next-generation systems around NPUs that meet the stated 40-TOPS bar if they want to support the emerging local Copilot experience.
  • Microsoft gains a clearer hardware baseline for moving selected Copilot functions from cloud delivery to compatible PCs.

Second-order effects

  • Chip vendors and OEMs face a more comparable NPU-performance benchmark, intensifying competition over AI-PC qualification and product messaging.
  • Developers and hardware partners in Intel’s AI-PC program receive a more concrete target for designing and validating local AI workloads.

Third-order effects

  • If Windows AI features continue to be gated by NPU thresholds, the PC market could shift toward tiered AI capabilities tied to silicon performance rather than a uniform software feature set.
  • This points to a more integrated PC AI stack, where operating-system features, chip requirements, OEM design choices, and developer tooling are coordinated around on-device inference.

The trend: The AI PC is becoming a defined platform category in which local AI features set minimum hardware-performance requirements.

Discussion

  • r/hardware r on reddit
    Intel confirms Microsoft Copilot will soon run locally on PCs, next-gen AI PCs require 40 TOPS of NPU performance