Nvidia's $3.5B Bet on Custom Chips

Nvidia is putting $3.5B into MediaTek so even the chips built to replace Nvidia's GPUs still run on Nvidia's plumbing.

Nvidia's $3.5B Bet on Custom Chips

The frenemy strategy

Here is a puzzle. Amazon, Google, Microsoft, OpenAI and Anthropic are all racing to build their own AI chips so they can lean less on Nvidia's expensive graphics processors. So why is Nvidia handing $3.5 billion to a company that will help them do exactly that?

Because Nvidia has figured out how to profit either way. Its new investment in MediaTek, a Taiwanese chipmaker best known for the silicon inside smartphones and cars, is a bet that even the chips designed to compete with Nvidia will still plug into Nvidia's data center infrastructure. Cede a little ground on the chip itself, keep control of everything around it.

What the deal actually does

MediaTek designs custom chips for other companies. Under this partnership, it gets access to Nvidia's NVLink Fusion ecosystem, including NVLink, the technology that lets chips talk to each other very quickly. The key detail: NVLink works even with chips that Nvidia didn't make.

That means a cloud provider or AI lab can hire MediaTek to build a bespoke chip tuned to its specific workload, then drop that chip straight into an Nvidia-based data center. Nvidia now calls itself an infrastructure company, not just a chip company. As one executive put it, Nvidia expanded beyond pure computing chips years ago. The custom silicon plugs into what Nvidia calls its rack-scale architecture, the standardized building blocks of a modern AI data center.

Why it matters

This is Nvidia's answer to the biggest threat to its business. Custom chips, known in the trade as ASICs (application-specific integrated circuits, meaning chips built for one narrow job), are the tool Big Tech uses to escape Nvidia's grip. By making its NVLink plumbing the standard that everything connects to, Nvidia stays essential even as customers diversify what they run on top.

It also fits a pattern worth naming plainly: Nvidia's financing often loops back into its own ecosystem. It invests in a company, and that company's products deepen reliance on Nvidia technology. Last week Nvidia struck a similar deal with Amazon Web Services, though without the direct cash. AWS agreed to deploy an additional 2 million Nvidia GPUs and integrate NVLink Fusion too.

A caveat: MediaTek hasn't disclosed who its custom AI chip customers actually are. The company said in June it expects that business to bring in $2 billion in revenue in 2026, and hopes to grab more of the market later. That is a projection, not audited history, and MediaTek is still a relative newcomer to data center silicon.

Beyond the data center

The partnership isn't only about giant AI factories. MediaTek and Nvidia will keep collaborating on DGX Spark, Nvidia's small desktop AI computer for developers, and on RTX Spark, a push to put Nvidia's AI tech into consumer PCs.

They are also working on cars. MediaTek's automotive platforms use Nvidia's RTX graphics for in-car displays and pair with Nvidia Drive AGX, the company's computing platform for self-driving workloads. In Nvidia's framing, AI is reshaping every computing surface, from the biggest data centers to the PC and the car.

What's next

Watch whether MediaTek's custom chip business actually hits its $2 billion target, and whether named customers step out from behind the curtain. The bigger question is whether NVLink Fusion becomes the default connective tissue of AI data centers. If it does, Nvidia will have pulled off a neat trick: turning the push to build alternatives to its chips into another reason to buy its infrastructure. The competition gets to design the silicon. Nvidia still owns the socket it plugs into.

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