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 | fluidstack.io | generalcompute.com |
| 가격 모델 | 유료, 가격 문의 | 무료 체험, 가격 문의 |
| 월간 방문 수 | 15.46만 (154,620) | 1.38만 (13,828) |
| 전월 대비 트래픽 변화량 | +1.05만 (+7.3%) | +924 (+7.2%) |
| 주요 시장 및 점유율 | 🇺🇸 미국 (95.7%) | 🇺🇸 미국 (55.3%) |
| 월 직접 방문 수 | 4.79만 | 6.73천 |
| 사용자 평점 | 4.4 | 4.2 |
| 지원 플랫폼 | 웹사이트 | 웹사이트 |

기가와트 규모 AI 컴퓨트를 처음부터 끝까지 구축·운영
다른 클라우드의 용량을 재판매하는 대신, 사이트당 전력 용량이 큰 고밀도 캠퍼스를 포함한 대형 AI 데이터센터를 직접 설계하고 구축합니다.
대규모 모델 학습과 추론에 맞게 설계되어 고대역폭 인터커넥트와 분산 워크로드용 오케스트레이션을 갖춥니다.
오프그리드 태양광과 탱크에 한 번 물을 채우면 계속 순환하는 폐루프 냉각을 개발하며, 전력과 물 효율을 핵심 엔지니어링 과제로 다룹니다.
현장 지원, 클러스터 프로비저닝, 운영 지원으로 연구팀이 모델에 집중할 수 있게 합니다.
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.

특화 강점Delivers developer-first serverless endpoints optimized for generative media models rather than general-purpose infrastructure.

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.

특화 강점Specializes in cost-effective serverless API inference for open-weights models instead of raw infrastructure rentals.

분 단위 인스턴스와 초 단위 샌드박스를 갖춘 저렴한 클라우드 GPU.
분 단위 인스턴스와 초 단위 샌드박스를 갖춘 저렴한 클라우드 GPU.