Copilot+ PCs and the Rise of On-Device AI in Windows 11

Copilot+ PCs marked a genuine hardware inflection point for Windows: the first mainstream laptops built around a dedicated AI accelerator rather than treating AI workloads as an afterthought for the CPU or GPU. Here’s what actually changed under the hood.

The 40+ TOPS Requirement

To carry the Copilot+ branding, a PC needs an NPU (Neural Processing Unit) capable of at least 40 trillion operations per second (TOPS). That threshold enables a specific set of on-device AI features — Windows Studio Effects, Live Captions with real-time translation, and semantic search over your file system — to run locally without a network round-trip.

Why On-Device Matters

  • Latency — background removal in a video call has to happen in milliseconds; a cloud round-trip isn’t fast enough.
  • Privacy — features like Recall’s screenshot indexing process everything locally by design, since sending a rolling screen history to the cloud would be a non-starter for most users.
  • Battery efficiency — an NPU performs matrix operations far more efficiently per watt than running the same workload on a CPU or GPU.

Checking Your Own Machine’s NPU

# List AI-capable devices recognized by Windows
Get-CimInstance -Namespace root\cimv2 -ClassName Win32_PnPEntity |
  Where-Object { $_.Name -match "Neural|NPU" }

# Task Manager's Performance tab also shows an NPU utilization graph
# on Copilot+ certified hardware, next to CPU/GPU/Memory

What This Means Going Forward

Expect the NPU to become as standard a spec line as GPU or RAM within a couple of hardware generations, with more Windows features quietly shifting from cloud-dependent to local-first as the installed base of capable NPUs grows.