Anthropic, one of the leading developers of artificial intelligence, is exploring whether to build a custom chip in partnership with Samsung, according to reporting from several technology outlets. Both the scale of the ambition and its uncertainty are worth stressing: this is a conversation, not a contract.
What is reported
The AI company is in early-stage talks with Samsung about a custom chip, TechCrunch reported, with the account corroborated by Bloomberg and originating with the technology publication The Information. The discussions are described as preliminary — reportedly, Anthropic has not yet settled on what the chip would be used for, how powerful it would be, or how it would slot into its computing setup.
That last point is important. Chips for AI broadly split between those built for "training" — the compute-heavy process of building a model — and those for "inference," the running of a finished model to answer users. According to the reporting, which of these the proposed chip would target has not been decided.
Samsung's role
In the arrangement being discussed, Samsung would act as the manufacturer, drawing on its advanced chip-making capabilities, including its most cutting-edge production process. The South Korean company is already a major contract manufacturer of semiconductors, producing chips for others in the industry, so a role fabricating a bespoke design for an AI firm would be a natural extension rather than a departure.
Why AI firms want their own chips
The talks, whatever they lead to, reflect a broader trend. The powerful graphics processing units made by Nvidia have become the default hardware for training and running large AI models — and they are expensive and often in short supply. That has pushed the biggest AI companies to seek alternatives, including designing their own custom chips tailored to their specific needs, in an effort to control costs and secure supply.
Anthropic already spreads its computing across several types of hardware. Asked about the report, the company pointed to its existing strategy, telling TechCrunch that a "diversified hardware stack" spanning chips from Google, Amazon and Nvidia would remain central to its approach — and it declined to comment specifically on Samsung. Notably, both Google and Amazon are major investors in Anthropic, and it already uses Google's and Amazon's in-house AI chips alongside Nvidia's. A Samsung-built processor would be another strand in that mix, not a wholesale replacement.
Anthropic is not alone in the hunt for bespoke silicon. Other leading AI developers have been reported to be building their own chips in partnership with established chipmakers, part of the same drive to reduce reliance on a single dominant supplier.
The caveat
For all the significance a custom Anthropic chip could carry, the essential fact is that nothing has been confirmed. Neither Anthropic nor Samsung has announced an agreement, and the reporting is explicit that the discussions are exploratory and may not result in a deal. Until one of the companies says otherwise, the right way to read the news is as a signal of intent and a sign of where the industry is heading — not as a done deal.
