Etched raises $800M and locks in $1B in sales contracts for its transformer chip

AI chip startup Etched raised $800 million and secured $1 billion in sales contracts for its Sohu ASIC, a transformer-specific chip that claims to outperform Nvidia's H100. The company, founded in 2022, is betting on the growing inference market but faces risks if AI architectures shift away from transformers.

Etched raises $800M and locks in $1B in sales contracts for its transformer chip The AI chip startup behind the Sohu ASIC is betting it can out-muscle Nvidia's H100 at a fraction of the footprint There is a very specific kind of confidence required to build a chip company and take on Nvidia. Etched, a startup founded in 2022 by two former Harvard students, appears to have that in abundance, and now has the capital to back it up. The company has raised $800 million and secured $1 billion in sales contracts, according to Bloomberg, marking a significant escalation for one of the more closely watched bets in AI hardware. What Etched is actually building Etched’s core product is a chip called Sohu, an ASIC application-specific integrated circuit built from the ground up for transformer-based AI model inference. In English: most AI chips, including Nvidia’s GPUs, are general-purpose. Sohu does one thing only, running the class of AI models that powers ChatGPT, Claude, Gemini, and most everything else you interact with. The trade-off is flexibility for raw efficiency. The company’s benchmark claims are, to put it politely, aggressive. Etched says a single 8-chip Sohu server can process up to 500,000 tokens per second on Meta’s Llama 70B model, and that this configuration could outperform 160 of Nvidia’s H100 GPUs for the specific workloads it targets. The caveat, and it is a meaningful one, is that Sohu remains in pre-production. There is no public cloud availability, no independently verified deployment at scale, and the sales contracts disclosed are forward-looking agreements rather than delivered revenue. The money and the people behind it Etched’s funding has come in waves. A January 2026 round led by Stripes brought in roughly $500 million, with participation from Peter Thiel, Positive Sum, and Ribbit Capital. The $800 million figure reported by Bloomberg represents cumulative capital raised, pushing the company’s total funding close to $1 billion overall. That January round also established Etched’s valuation at approximately $5 billion, a striking number for a company whose flagship product has not yet shipped commercially. Gavin Uberti and Chris Zhu founded Etched in 2022. The inference market, which is the compute used when AI models are actually answering your questions rather than being trained, is increasingly where the spending is going. Training a frontier model is a one-time cost; running it at scale for millions of users is an ongoing one. What the Nvidia comparison actually means The risk for Etched is the same risk every ASIC company faces: specificity cuts both ways. A chip that is exceptional at one thing becomes a liability if that one thing changes. If AI architectures shift meaningfully away from the transformer paradigm, Sohu’s entire value proposition evaporates. Etched’s founders are clearly aware of this, which is presumably why the company has moved to lock in sales contracts before the chip is even in production. Forward commitments from customers create a form of market validation that pure benchmark performance cannot. The $5 billion valuation is pricing in a scenario where Sohu ships on schedule, performs as advertised, and captures meaningful share in a market currently dominated by a company with vastly more resources. The $1 billion in sales contracts is the most tangible signal yet that at least some buyers share that conviction. Disclosure: This article was edited by Editorial Team. For more information on how we create and review content, see our Editorial Policy https://cryptobriefing.com/editorial-policy/ .