General Compute lands $400 million loan for AI inference chips

Jul 17, 2026

AI startup General Compute has secured a $400 million loan from investment firm Upper90 to build an AI inference cloud using chips from SambaNova. The deal, which uses the chips as collateral, signals a market shift toward cheaper, open-source AI infrastructure and reflects growing investor interest in financing alternatives to Nvidia's dominant hardware ecosystem.

General Compute funding deal

▪In May, General Compute raised a $15 million seed round to build its inference neocloud.
▪General Compute, an AI inference cloud startup, has secured a $400 million loan from tech investment firm Upper90.
▪The loan to General Compute is collateralized by inference-specific chips.

Inference chip technology

▪Inference chips are designed to run pre-trained AI models, in contrast to more expensive chips used for AI model training.
▪General Compute is building its infrastructure using SN50 chips from SambaNova, an Intel-backed chipmaker.
▪SambaNova's SN50 chips are power-efficient and do not require expensive water-cooling systems, allowing for faster deployment.

Chips-backed financing model

▪Upper90's co-founder and CEO is Billy Libby, a former quantitative trader at Goldman Sachs.
▪The model of using chips as collateral for loans became more common after its use by the company CoreWeave.
▪In 2021, Upper90 pioneered loans against advanced chips by financing GPU purchases for the startup Crusoe.

Open-source AI infrastructure trend

▪Companies providing access to open-source models, such as OpenRouter and Fireworks, have recently raised significant new funding.
▪The deal reflects a market shift toward infrastructure that runs open-source AI models more cheaply than proprietary large language models.
▪New open-source models like Kimi's K3 have demonstrated performance competitive with models from Anthropic and OpenAI on certain benchmarks.

Nvidia alternatives market

▪Other AI infrastructure companies like TensorWave are also building on non-Nvidia hardware, partnering with chipmakers like AMD.
▪The deal is positioned as a move to challenge Nvidia's dominance in the AI chip market.
▪Chipmakers such as Groq and Cerebras are also gaining interest from acquirers and public markets as alternatives to Nvidia.