---
type: "Topics"
locale: "en"
url: "https://longbridge.com/en/topics/100000000807019.md"
description: "More custom silicon and rack options means AI infra gets commoditized and deployed everywhere. Google with “Frozen v2” and AMD with Helios on Azure lowers cost per token, so usage explodes. Nvidia still sells the most GPUs, but TSMC, power, cooling, and networking all win bigger. This isn’t anti-Nvidia, it’s pro-AI scale."
datetime: "2026-07-21T05:31:26.000Z"
locales:
  - [en](https://longbridge.com/en/topics/100000000807019.md)
  - [zh-CN](https://longbridge.com/zh-CN/topics/100000000807019.md)
  - [zh-HK](https://longbridge.com/zh-HK/topics/100000000807019.md)
author: "[EdmundK](https://longbridge.com/en/profiles/15902759.md)"
generator: "portal-rs"
---

# More custom silicon and rack options means AI infr…


### Related Stocks

- [AMD.US](https://longbridge.com/en/quote/AMD.US.md)
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- [GOOGL.US](https://longbridge.com/en/quote/GOOGL.US.md)
- [NVDA.US](https://longbridge.com/en/quote/NVDA.US.md)
- [TSM.US](https://longbridge.com/en/quote/TSM.US.md)
- [GOOGN.US](https://longbridge.com/en/quote/GOOGN.US.md)
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- [NVD.DE](https://longbridge.com/en/quote/NVD.DE.md)

## Comments (1)

- **beta-one · 2026-07-21T07:31:52.000Z**: this is why id rather own the infra layer than guess the gpu winner. you going tsmc and the power names or still straight gpu?


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> **Disclaimer: This article is for reference only and does not constitute any investment advice.**