# FluidStack vs Massed Compute

FluidStack ghi nhận 154.620 lượt truy cập hàng tháng với mức tăng trưởng so với tháng trước là +7,3% và giá Trả phí, Liên hệ để biết giá. Massed Compute ghi nhận 11.752 lượt truy cập hàng tháng với mức tăng trưởng -64,1% và giá Trả phí, Liên hệ để biết giá.

| Chỉ số | [FluidStack](https://openaitools.app/vi/tool/fluidstack) | [Massed Compute](https://openaitools.app/vi/tool/massedcompute-com) |
| :--- | :--- | :--- |
| URL trang web | https://fluidstack.io | https://massedcompute.com |
| Danh mục | Công cụ cho lập trình viên AI, Mô hình AI, Large Language Models (LLMs) | Công cụ cho lập trình viên AI, AI API, AI cho phân tích dữ liệu, Large Language Models (LLMs) |
| Mô hình giá | Trả phí, Liên hệ để biết giá | Trả phí, Liên hệ để biết giá |
| Lượt truy cập hàng tháng | 154.620 | 11.752 |
| Tốc độ tăng trưởng theo tháng | +7,3% | -64,1% |
| Thị trường chính | Hoa Kỳ | Hoa Kỳ |
| Truy cập trực tiếp | 47.869 | 7.757 |
| Điểm đánh giá | 4,4 | 4,2 |
| Số lượt lưu | 1 | 0 |
| Nền tảng được hỗ trợ | Trang web | Trang web |

## FluidStack

FluidStack builds and operates large-scale compute infrastructure for AI, including gigawatt-class data centers and GPU clusters used for training and inference. The company designs its own power, cooling and data center systems, onshores manufacturing and deploys solar generation to supply the power its clusters need. Rather than a self-serve cloud console, FluidStack works with AI labs and enterprises to provision large reserved clusters, with orchestration tooling for the ML frameworks and schedulers those teams already use.

**Giá & các gói:** Enterprise and contact-for-pricing. FluidStack does not publish per-GPU-hour rates or a self-serve sign-up on its website; capacity is scoped and quoted through a direct sales conversation based on cluster size, duration and hardware. Catalogue listings classify it as a paid product requiring contact for pricing.

- **Datacenter-scale compute built in-house:** FluidStack designs and builds large AI data centers, including high-density campuses with significant per-site power capacity, rather than reselling capacity from other clouds.
- **GPU clusters for training and inference:** Clusters are architected for large-scale model training and inference, with high-bandwidth interconnect and orchestration suitable for distributed workloads.
- **Power and cooling engineered together:** The company develops off-grid solar and recirculating closed-loop cooling, treating power and water efficiency as core engineering problems.
- **Managed operations and reliability:** Smart hands, cluster provisioning and operations support let research teams focus on models while FluidStack runs the physical and orchestration layers.
- **US-built and onshored supply chain:** Data centers are built in the United States with onshored manufacturing of compute and power infrastructure, a deliberate supply-chain and sovereignty choice.

**Điểm mạnh:** Purpose-built AI infrastructure rather than generic cloud resale; Power, cooling and data center design handled in-house, which matters at scale; Managed provisioning and operations for large training and inference clusters; Explicit positioning on US-built, onshored infrastructure

**Hạn chế:** No published self-serve pricing or instant sign-up; access requires a sales conversation; Enterprise-scale focus means very small individual workloads may not be a fit; Capacity is concentrated in US locations, which may matter for latency-sensitive or data-residency-bound teams

[Profile (Markdown)](https://openaitools.app/vi/tool/fluidstack.md)

## Massed Compute

Massed Compute is a cloud GPU provider offering on-demand NVIDIA instances, single-tenant bare metal servers, large InfiniBand node clusters, and a programmatic REST API and MCP server. It targets AI training, inference, machine learning, data analytics, and VFX rendering workloads.

**Giá & các gói:** Massed Compute uses paid, usage-based pricing. On-demand GPU instances are billed hourly with no contracts, advertised from roughly $0.43 per hour. Bare metal, GPU cluster, and API/wholesale options are quoted on request, so larger deployments follow a contact-for-pricing model.

- **On-demand hourly GPU instances:** Rent hourly NVIDIA GPUs from B300-class hardware down to A30, each with pre-installed CUDA, no bandwidth caps, and no contract lock-in.
- **Bare metal GPU servers:** Reserve physical, single-tenant servers for extra privacy and isolation, with setup in one to three days.
- **Networking-tuned GPU clusters:** Scale to 8–512+ node InfiniBand-connected clusters tuned for distributed training and heavy compute, with dedicated support.
- **REST API and MCP automation:** Provision instances from your own code via a REST API and MCP server, with bearer keys, scoped tokens, webhooks, and Python, Node.js, Go, and Terraform tooling.
- **Enterprise GPU catalog with current drivers:** Consume NVIDIA's enterprise catalog — Blackwell, Hopper, Ada Lovelace, and Ampere SKUs — with vendor-tested drivers and firmware shipping on day one.

**Điểm mạnh:** Broad NVIDIA catalog from A30 up to B300-class GPUs; No contracts and no bandwidth caps on on-demand instances; Bare metal, clusters, and programmatic API cover many workload shapes; Stated SOC 2 Type II, GDPR, and HIPAA alignment with Tier III data centers

**Hạn chế:** On-demand instances are billed by the hour, so idle GPUs still cost money if not shut down; Bare metal and cluster deployments require a sales conversation and setup lead time (days to weeks); Pricing structure is broad (hourly, contract, wholesale via API) and better suited to technical buyers

[Profile (Markdown)](https://openaitools.app/vi/tool/massedcompute-com.md)

## Câu hỏi thường gặp

### FluidStack và Massed Compute so sánh thế nào về lưu lượng hàng tháng?

FluidStack có 154.620 lượt truy cập hàng tháng, trong khi Massed Compute có 11.752. Ước tính lưu lượng phản ánh quy mô khán giả chứ không phải chất lượng sản phẩm.

### Tốc độ tăng trưởng của họ so sánh thế nào?

FluidStack có tốc độ tăng trưởng so với tháng trước là +7,3%; Massed Compute là -64,1%.

### Giá cả so sánh thế nào?

FluidStack: Trả phí, Liên hệ để biết giá. Enterprise and contact-for-pricing. FluidStack does not publish per-GPU-hour rates or a self-serve sign-up on its website; capacity is scoped and quoted through a direct sales conversation based on cluster size, duration and hardware. Catalogue listings classify it as a paid product requiring contact for pricing. Massed Compute: Trả phí, Liên hệ để biết giá. Massed Compute uses paid, usage-based pricing. On-demand GPU instances are billed hourly with no contracts, advertised from roughly $0.43 per hour. Bare metal, GPU cluster, and API/wholesale options are quoted on request, so larger deployments follow a contact-for-pricing model.

## Lựa chọn thay thế

| # | Tên công cụ | Lượt truy cập hàng tháng | Tốc độ tăng trưởng theo tháng | Mô hình giá | Summary | Profile (Markdown) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| 1 | [fal.ai](https://openaitools.app/vi/tool/fal-ai) | 3.093.684 | -3,7% | Paid, pay-as-you-go usage-based pricing | Delivers developer-first serverless endpoints optimized for generative media models rather than general-purpose infrastructure. | [.md](https://openaitools.app/vi/tool/fal-ai.md) |
| 2 | [RunPod](https://openaitools.app/vi/tool/runpod) | 2.881.043 | +5,9% | Trả phí | RunPod is a cloud platform for AI and machine learning workloads that rents GPU compute by the second. It offers Pods for persistent GPU instances, Serverless endpoints that autoscale inference from zero, and multi-node | [.md](https://openaitools.app/vi/tool/runpod.md) |
| 3 | [Together AI](https://openaitools.app/vi/tool/together-ai) | 1.645.930 | +64,9% | Freemium, Trả phí | Tập trung vào API suy luận serverless được tối ưu và lưu trữ mô hình quản lý thay vì cho thuê cụm thô. | [.md](https://openaitools.app/vi/tool/together-ai.md) |
| 4 | [Vast.ai](https://openaitools.app/vi/tool/vast-ai) | 1.257.554 | +2,8% | Trả phí | Thuê GPU đám mây theo từng giây từ chợ toàn cầu | [.md](https://openaitools.app/vi/tool/vast-ai.md) |
| 5 | [Modal](https://openaitools.app/vi/tool/modal-com) | 1.196.021 | +30,2% | Freemium, Liên hệ để biết giá | Hạ tầng đám mây serverless cho khối lượng công việc AI và dữ liệu | [.md](https://openaitools.app/vi/tool/modal-com.md) |
| 6 | [Nebius](https://openaitools.app/vi/tool/nebius) | 1.145.711 | +10,7% | Trả phí, Liên hệ để biết giá | 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. | [.md](https://openaitools.app/vi/tool/nebius.md) |
| 7 | [Salad](https://openaitools.app/vi/tool/salad-gpu-cloud) | 713.519 | +10,4% | Dùng thử miễn phí, Trả phí, Liên hệ để biết giá | Đám mây GPU phân tán điều phối các GPU tiêu dùng nhàn rỗi trên toàn cầu | [.md](https://openaitools.app/vi/tool/salad-gpu-cloud.md) |
| 8 | [Cerebras](https://openaitools.app/vi/tool/cerebras) | 701.013 | -12,6% | Liên hệ để biết giá | Sử dụng bộ vi xử lý kích thước wafer độc quyền để đạt tốc độ huấn luyện cực nhanh, khác biệt so với các thiết lập cụm GPU NVIDIA tiêu chuẩn. | [.md](https://openaitools.app/vi/tool/cerebras.md) |
| 9 | [DeepInfra](https://openaitools.app/vi/tool/deep-infra) | 457.810 | -8,9% | Trả phí | Specializes in cost-effective serverless API inference for open-weights models instead of raw infrastructure rentals. | [.md](https://openaitools.app/vi/tool/deep-infra.md) |
| 10 | [Lightning AI](https://openaitools.app/vi/tool/lightning-ai) | 272.562 | -12,3% | Freemium, Trả phí, Liên hệ để biết giá | Đám mây AI do đội ngũ tạo ra PyTorch Lightning xây dựng | [.md](https://openaitools.app/vi/tool/lightning-ai.md) |

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Nguồn: https://openaitools.app/vi/compare/fluidstack-vs-massedcompute-com

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