General Compute is an inference cloud built around alternative AI silicon rather than standard GPU fleets. The company buys racks of accelerators, racks them in colocation data centres, and handles the cooling, power, and networking itself. On top of that hardware it runs a disaggregated inference stack that splits each request: prompt processing runs on NVIDIA GPUs for prefill, while token generation runs on faster decode chips such as Cerebras, SambaNova, Positron AI, and d-Matrix. Customers get bare metal access or a tokens-per-second SLA.
| 항목 / 지표 | ![]() | |
|---|---|---|
| 공식 도메인 | cerebrium.ai | generalcompute.com |
| 가격 모델 | 무료 체험, 유료 | 무료 체험, 가격 문의 |
| 월간 방문 수 | 2.7만 (26,974) | 1.38만 (13,828) |
| 전월 대비 트래픽 변화량 | -2.78만 (-50.8%) | +924 (+7.2%) |
| 주요 시장 및 점유율 | 🇺🇸 미국 (22.3%) | 🇺🇸 미국 (55.3%) |
| 월 직접 방문 수 | 1.5만 | 6.73천 |
| 사용자 평점 | 4.3 | 4.2 |
| 지원 플랫폼 | 웹사이트 | 웹사이트 |

몇 초대 콜드 스타트를 실현하는 실시간 AI용 서버리스 GPU
메모리와 GPU 스냅샷으로 컨테이너를 약 2~4초에 복원하며, 음성 에이전트 등 인터랙티브 워크로드에 필수적입니다.
12종 이상의 GPU와 여러 클라우드에 걸친 수천 개 GPU를 예약이나 종속 없이 사용하고 트래픽 급증 시 자동 확장합니다.
자체 코드나 Dockerfile에서 LLM, 음성 파이프라인, 이미지·비디오 모델을 배포하고 REST, 웹소켓, 스트리밍 엔드포인트를 활용합니다.
실시간 로그, 메트릭, 스케일링 이벤트를 제공하고 OpenTelemetry를 네이티브 지원해 기존 모니터링에 연결합니다.
General Compute is an inference cloud built around alternative AI silicon rather than standard GPU fleets. The company buys racks of accelerators, racks them in colocation data centres, and handles the cooling, power, and networking itself. On top of that hardware it runs a disaggregated inference stack that splits each request: prompt processing runs on NVIDIA GPUs for prefill, while token generation runs on faster decode chips such as Cerebras, SambaNova, Positron AI, and d-Matrix. Customers get bare metal access or a tokens-per-second SLA.
Prompt processing runs on NVIDIA GPUs while token generation runs on faster ASICs from Cerebras, SambaNova, Positron AI, and d-Matrix.
Buy racks of GPUs for prefill and ASICs for decode, with General Compute handling cooling, power, networking, and the orchestration software.
Inspect each accelerator in an interactive 3D view with its SRAM, power draw, cooling type, and the workloads it suits best.
The platform abstracts bespoke hardware so models run without customers having to learn a new chip toolchain.

Together AI is the AI Native Cloud — a full-stack platform for running, fine-tuning and training open-source models. It spans serverless inference APIs, dedicated endpoints, GPU clusters, post-training and storage, all backed by in-house systems research.
Together AI is the AI Native Cloud — a full-stack platform for running, fine-tuning and training open-source models. It spans serverless inference APIs, dedicated endpoints, GPU clusters, post-training and storage, all backed by in-house systems research.
Nebius is an AI-focused cloud platform that gives teams non-virtualized NVIDIA GPU clusters, managed MLOps tooling, and a serverless inference layer so they can move from experiment to production on one stack.