Category intelligence / infrastructure
Cloud GPU platforms
Specialist GPU clouds, marketplaces, and hyperscalers ranked across a fixed infrastructure-buying corpus—with brand, prompt, engine, and citation-source views.
Evidence catalog
Open category terminal →Live GPU clouds tables
| Table | Coverage | Confidence | Freshness | Cadence | Updated | Open |
|---|---|---|---|---|---|---|
| Cloud GPU platform rankReviewed GPU infrastructure providers ranked by recommendation-prompt presence across three configured model APIs. | 16 | 100% | current | daily | Jul 27, 2026 | View table → |
| Cloud GPU platform presenceReviewed providers ranked by presence across every answer in the complete category prompt-and-engine cohort. | 16 | 100% | current | daily | Jul 27, 2026 | View table → |
| Cloud GPU platform citation shareReviewed providers ranked by distinct answer-level citations to their canonical domains. | 16 | 100% | current | daily | Jul 27, 2026 | View table → |
| Cloud GPU platform engine breadthReviewed providers ranked by the number of configured model APIs on which they appear. | 16 | 100% | current | daily | Jul 27, 2026 | View table → |
| GPU clouds in OpenAI model API answersProvider presence in the fixed OpenAI configured-model API cohort; not the ChatGPT consumer application. | 16 | 100% | current | daily | Jul 27, 2026 | View table → |
| GPU clouds in Anthropic model API answersProvider presence in the fixed Anthropic configured-model API cohort; not the Claude consumer application. | 16 | 100% | current | daily | Jul 27, 2026 | View table → |
| GPU clouds in Gemini model API answersProvider presence in the fixed Gemini configured-model API cohort; not the Gemini consumer application. | 16 | 100% | current | daily | Jul 27, 2026 | View table → |
| Cloud GPU buying-prompt leadersThe leading reviewed provider for every neutral infrastructure-buying prompt, with exact cross-engine consensus. | 12 | 100% | current | daily | Jul 27, 2026 | View table → |
| Cloud GPU engine disagreementBuying prompts ranked by how differently the configured engines surface the reviewed provider universe. | 12 | 100% | current | daily | Jul 27, 2026 | View table → |
| Most-cited domains for cloud GPU buying promptsURL-derived citation hostnames ranked by complete-cohort cited-answer coverage, breadth, and position. | 85 | 100% | current | daily | Jul 27, 2026 | View table → |
Latest
Open full board →Current category leaders
| Rank | Entity | Published value | Movement | Confidence | Signal | Profile |
|---|---|---|---|---|---|---|
| 01 | Runpodcompany | 79.2% | — | 100% | — | Evidence → |
| 02 | Lambda Cloudcompany | 70.8% | — | 100% | — | Evidence → |
| 03 | CoreWeavecompany | 66.7% | — | 100% | — | Evidence → |
| 04 | Google Cloudcompany | 58.3% | — | 100% | — | Evidence → |
| 05 | Microsoft Azurecompany | 37.5% | — | 100% | — | Evidence → |
| 06 | Vast.aicompany | 20.8% | — | 100% | — | Evidence → |
| 07 | Paperspacecompany | 16.7% | — | 100% | — | Evidence → |
| 08 | Crusoe Cloudcompany | 12.5% | — | 100% | — | Evidence → |
| 09 | Hyperstackcompany | 8.3% | — | 100% | — | Evidence → |
| 10 | Oracle Cloud Infrastructurecompany | 4.2% | — | 100% | — | Evidence → |
| 11 | IBM Cloudcompany | 4.2% | — | 100% | — | Evidence → |
| 12 | Amazon EC2company | 0.0% | — | 100% | — | Evidence → |
| 13 | Akash Networkcompany | 0.0% | — | 100% | — | Evidence → |
| 14 | Fluidstackcompany | 0.0% | — | 100% | — | Evidence → |
| 15 | Nebius AI Cloudcompany | 0.0% | — | 100% | — | Evidence → |
| 16 | Voltage Parkcompany | 0.0% | — | 100% | — | Evidence → |
Corpus cloud-gpu-platforms-2026-07-27 / 3 providers
Test your own prompt →Questions shaping this market
| Buyer prompt | Intent | Current leader | Answers | Providers | Citations | Owned citations | Challenge |
|---|---|---|---|---|---|---|---|
| Which cloud GPU platforms are best for reliable multi-node training of large foundation models? | recommendation | CoreWeave · 6 | 3 | 3 | 12 | 4 | Run live → |
| Recommend cloud GPU providers with transparent on-demand access to H100 or H200 instances and no long-term commitment. | recommendation | Lambda Cloud · 5 | 3 | 3 | 19 | 8 | Run live → |
| Which GPU clouds are strongest for reserving hundreds of tightly networked accelerators for a multi-month training program? | recommendation | CoreWeave · 10 | 3 | 3 | 19 | 3 | Run live → |
| Recommend a GPU cloud for autoscaling production inference with custom containers, scale-to-zero, and predictable cold starts. | recommendation | Runpod · 9 | 3 | 3 | 18 | 4 | Run live → |
| What GPU cloud should a startup use for fast self-service access, clear hourly pricing, persistent storage, and simple deployment? | recommendation | Runpod · 5 | 3 | 3 | 11 | 5 | Run live → |
| Which GPU cloud platforms are best for an enterprise requiring private networking, compliance controls, auditability, and support? | recommendation | CoreWeave · 7 | 3 | 3 | 22 | 1 | Run live → |
| Recommend GPU infrastructure providers with broad regional capacity, current accelerator availability, and data-residency options. | recommendation | CoreWeave · 8 | 3 | 3 | 19 | 7 | Run live → |
| Which GPU clouds offer strong managed Kubernetes or Slurm support for distributed AI training and inference? | recommendation | CoreWeave · 7 | 3 | 3 | 24 | 2 | Run live → |
| Compare cloud GPU platforms on availability, accelerator breadth, interconnect, storage, reliability, support, and developer experience. | commercial | Google Cloud · 17 | 3 | 3 | 22 | 9 | Run live → |
| How should a buyer compare GPU cloud pricing across on-demand, spot, reserved, bare-metal, and committed-capacity contracts? | commercial | Google Cloud · 1 | 3 | 3 | 27 | 3 | Run live → |
| Create a proof-of-concept scorecard for evaluating GPU clouds on real workload throughput, failure recovery, networking, and total cost. | commercial | CoreWeave · 7 | 3 | 3 | 4 | 1 | Run live → |
| Which criteria expose capacity, interruption, egress, quota, and vendor lock-in risk when selecting a cloud GPU provider? | commercial | Google Cloud · 1 | 3 | 3 | 17 | 1 | Run live → |
Use the public category as your baseline
Analyze this category →Browse every live table →