technicals

What is NVIDIA's role in AI?

June 1, 2026 · 4 min read

THE AI STACKIt all rests on NVIDIA.Every layer above depends on the base below it.Business ownerAI models & appschatbots, assistantsCloud providersAWS, AzureNVIDIA chips + CUDAthe hardware everything runs oneach layer rests on the one belowNVIDIA sits at the base — so the whole AI economy is built on top of what it makes.

Definition

NVIDIA designs the chips (GPUs) and software that most modern AI is built and run on, making it the dominant supplier of AI computing power.

At a glance

Why it matters

AI requires massive math done fast, and NVIDIA’s GPUs do this far better than ordinary processors. Since the modern AI era began in 2012, nearly every advanced model has been trained on NVIDIA hardware. It sells the “picks and shovels” of the AI gold rush.

The real moat: software

Switching to a rival chip means rewriting and re-testing software built on CUDA over nearly two decades, so most companies don’t. That lock-in keeps NVIDIA ahead even as AMD and custom cloud chips improve[1].

Bottom line

NVIDIA sits at the base of the AI stack, so whether you build AI or buy it, you almost certainly rely on NVIDIA.

Connects to EconomicsComputer Science

References

  1. NVIDIA Controls 92% of the GPU Market in 2025. CarbonCredits.com carboncredits.com
  2. NVIDIA Q3 FY2026 Press Release. U.S. SEC EDGAR www.sec.gov
  3. How did CUDA succeed? Democratizing AI Compute Part 3. Modular www.modular.com
  4. NVIDIA lures all 4 major cloud hyperscalers with Blackwell superchip. CIO Dive www.ciodive.com
  5. NVIDIA AI GPU Market Share 2026. Silicon Analysts siliconanalysts.com