Etched, an AI chip startup founded in 2022, published a progress update on Tuesday after Taiwan Semiconductor Manufacturing Company (TSMC) successfully manufactured its chip earlier this year. The company says it has already booked $1 billion in contract orders for its product: full systems built around those chips.
What the product is and why it matters
Etched calls its offering “frontier inference clusters”: bundles that include the chips, custom-designed racks, and software. According to the company, these systems are designed to run inference for frontier models faster, cheaper, and with better power efficiency than competing solutions. (Inference is the step after a user submits a prompt and is currently a major bottleneck and cost center for AI services at scale.)
The startup says it is currently testing the first product with customers.
Financing and valuation
Etched reports having raised $800 million in total to date. The most recent, unannounced tranche was a $500 million round closed in December at a $5 billion post-money valuation.
Investors include VentureTech Alliance, Jane Street, Hudson River Trading, Two Sigma, and Ribbit Capital. Angel backers named by the company include Andrej Karpathy, Geoffrey Hinton, Fei-Fei Li, Arthur Mensch, and Scott Wu. The cap table also reportedly includes billionaires Stanley Druckenmiller and Peter Thiel.
Founders and prior disclosure
Although the company’s Tuesday release frames the news as coming out of stealth, co-founders Gavin Uberti (CEO) and Robert Wachen (president) have been discussing their chip plans publicly with TechCrunch since 2024. Both founders dropped out of Harvard and became Thiel fellows to start Etched.
Early struggles and the changing market
By 2024 Etched was already on investors’ radars, having raised more than $125 million. The founders have said that in 2023 they struggled to interest investors—even after presenting a 30-page memo arguing that AI would need specialized chips rather than general-purpose GPUs. Early on the company reportedly operated month-to-month and was close to running out of cash.
The fundraising environment today is markedly different: investors are pursuing AI-related opportunities broadly, particularly chip technologies that accelerate inference. Competitors mentioned in the wider market include Cerebras, which had a breakout IPO this year, and Groq, which raised $650 million. Hyperscalers Amazon, Google, and Microsoft all develop in-house AI chips, and OpenAI recently announced its first custom chip built by Broadcom.
Next steps
Etched is focusing on customer testing of its frontier inference cluster systems and on delivering against the $1 billion in booked orders. The company’s technical and commercial results will determine whether it can offer a competitive alternative for accelerating inference alongside existing GPU-based and custom chip solutions.
