General Compute secured a $400 million loan from Upper90, using inference-specific chips as collateral in what may be the first deal of its kind.

The AI inference cloud startup put up chips designed to run trained AI models, rather than the more expensive hardware used for model training. Upper90, a tech investment firm, structured the financing around SambaNova's SN50 inference processors.

General Compute raised a $15 million seed round in May to build an inference neocloud around Intel-backed SambaNova's silicon. The company was founded by CEO Finn Puklowski and CTO Jason Goodison.

The SN50 chips are power-efficient and don't require expensive water-cooling systems. This allows faster deployment across more data centers compared to traditional GPUs. General Compute claims the chips deliver 16 times faster inference than GPU-based clouds.

Why inference chips matter for financing

Upper90 co-founder Billy Libby pioneered chip-backed lending in 2021 with Crusoe's GPU purchases. Traditional lenders avoided such deals due to depreciation risks and market uncertainties.

"When we financed Nvidia GPUs as the first group to do that, the market was inefficient," Libby said. "We could really put together something as an early participant, and kind of get compensated for the risk."

The financing reflects growing market demand for cheaper alternatives to frontier AI models. Companies are turning to infrastructure that runs open source models more cost-effectively than the latest offerings from major labs.

Chip-backed loans became mainstream after CoreWeave built a business model around GPU financing, leading to its blockbuster IPO. Upper90's move into inference chips signals the next evolution of AI infrastructure financing.

General Compute plans to use the funding to scale its inference cloud operations and expand its SambaNova-powered data center footprint.