Nvidia Competitor Etched Reports $1 Billion in Orders for AI Inference Systems
Quick Look
- AI chip startup Etched announced $1 billion in contract orders for its "frontier inference clusters," systems designed to accelerate AI model inference.
- The company also revealed it has raised $800 million to date, including a $500 million round closed in December.
AI-generated summary
Why It Matters
Etched, a startup founded in 2022, is developing specialized AI chips and systems to improve the speed, cost, and power efficiency of AI model inference. The company has attracted significant investment and high-profile angel investors.
Nvidia AI chip competitor Etched issued a progress report on Tuesday, after TSMC successfully manufactured its chip earlier this year. The startup says it has already booked $1 billion in contract orders for its product: full systems powered by those chips.
Etched is currently in the process of testing that first product with customers. It calls these systems “frontier inference clusters,” bundles that include the chips along with custom-designed racks and software, all built to help frontier models run inference faster, more cheaply, and with better power efficiency than rivals, Etched claims. (Inference is what happens after a user submits a prompt — it’s currently the biggest bottleneck, and the biggest cost center for AI companies trying to serve customers at scale, which is exactly why investors are paying attention to anyone promising to solve it.)
Etched, founded in 2022, also revealed that it has now raised a total of $800 million to date. The most recent tranche was an unannounced $500 million round closed in December at a $5 billion post-money valuation, the company said.
The startup has attracted a notable group of investors, too, including VentureTech Alliance, Jane Street, Hudson River Trading, Two Sigma, Ribbit Capital, and Stripes, who led the $500 million round. It has also secured angel investment from AI heavyweights including Andrej Karpathy, Geoffrey Hinton, Fei-Fei Li, Arthur Mensch, and Scott Wu. The cap table also includes billionaires Stanley Druckenmiller and Peter Thiel.
Although the startup’s press release frames Tuesday’s announcement as Etched “coming out of stealth,” co-founders — CEO Gavin Uberti (pictured above) and president Robert Wachen — have actually been talking to TechCrunch about their chip plans since 2024. Both dropped out of Harvard and became Thiel fellows to found Etched, as Uberti told TechCrunch at the time.
By 2024, Etched was already on investors’ radar, having raised more than $125 million. But on Patrick O’Shaughnessy’s “Invest Like the Best” podcast, the founders said that back in 2023, they struggled to get investors interested — even with a 30-page memo arguing that AI would eventually need specialized chips, not just general-purpose GPUs. Every major investor they pitched passed. The company was reportedly operating month-to-month, close to running out of cash, in those early days.
What to Watch
AI outlook — possibilities, not facts
Etched will likely secure further significant funding rounds.
Likely · Within months
Open Questions
- Will Etched's systems outperform Nvidia's offerings?
- How will Etched scale production to meet demand?
- What is the specific technology behind their efficiency claims?






