# Most of these AI models run on Nvidia GPUs, the sophisticated and expensive AI chips (at over $30,000 a pop) that power their training and output.

*semiconductor · news · 2026-04-09 · Fortune*

## Key points

- Even Nvidia's internal AI teams face GPU shortages, limiting their research and development capacity.
- Nvidia's Nemotron models are designed for high GPU efficiency due to internal supply constraints.
- Nemotron's increased visibility has recently unlocked more resources and support within Nvidia.
- Nvidia is shifting from a hands-off approach to actively shaping the AI ecosystem with its own models.

**Companies:** Nvidia, OpenAI, Meta, Amazon
**Countries:** United States, United Kingdom, South Korea, Switzerland

[Read the full story on Fortune](https://fortune.com/2026/04/09/nvidia-gpu-shortage-impacts-even-nvidias-own-research-teams-bryan-catanzaro-eye-on-ai/)

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