General Compute Inc.

General Compute Inc. , based in the US, specializes in offering advanced AI inference solutions through proprietary infrastructure that outperforms traditional GPU systems. Founded in Covina, US in 2025 and founded by Puklowski and CTO Jason Goodison, General Compute Inc. focuses on AI inference technology.

In July 2026, General Compute Inc. raised USD 400 million venture debt funding from Upper90. General Compute specializes in providing high-performance AI inference solutions, primarily through their proprietary infrastructure designed to surpass traditional GPU-based systems. Their main offering includes an optimized REST API that facilitates access to the fastest AI models, enabling users to process up to 1,000 tokens per second.

This service is tailored for various end-use cases, such as rapid prototyping and large-scale deployment of AI models. General Compute's infrastructure allows clients to utilize their own model weights while benefiting from enhanced speed and efficiency. The company serves a diverse clientele, including developers, researchers, and enterprises engaged in AI-driven applications. Their products are available in multiple geographical markets, specifically targeting tech hubs in North America, Europe, and Asia, where demand for advanced AI solutions is significant.

General Compute generates revenue primarily through a subscription-based model that allows clients to access their AI inference services via a single API key. Clients typically engage with the platform by signing up for a service plan that grants them a defined amount of API usage, which can scale according to their needs. The firm offers a competitive introductory credit of USD 10 to attract new users, incentivizing them to experience the platform's capabilities. Pricing is structured to accommodate different levels of usage, facilitating both B2B partnerships and direct-to-consumer interactions.

Their flagship offering, which includes the high-speed AI inference API, is positioned as a premium service within the AI infrastructure market. The company emphasizes the benefits of switching to their service without the need for major code changes, streamlining the onboarding process for new clients. The company will use the July 2026 funding to enhance the development of a neocloud for inference based on SambaNova chips.