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Buying question

Which GPU clouds offer strong managed Kubernetes or Slurm support for distributed AI training and inference?

Which brands each model API named when asked this question, and which pages it cited. Answer text is not published.
Snapshot Sep 17, 2026. Each category is re-run in rotation, every few weeks.

Recommendation

Kind of question

3

Model APIs

6

Brands named

15

Pages cited

Brands

Brands the answers named

Ordered by how many model APIs named the brand, then by mentions. A mention is not an endorsement or a position.
Rank#BrandModel APIsMentionsOwn-site citationsNamed by
1Microsoft Azureazure.microsoft.com130OpenAI
2Nebius AI Cloudnebius.com121OpenAI
3CoreWeavecoreweave.com120OpenAI
4Google Cloudcloud.google.com120OpenAI
5Crusoe Cloudcrusoe.ai111Google
6Runpodrunpod.io101OpenAI

Model APIs

What each model API returned

One row per model API. The hash identifies the exact answer without publishing it.
Model APIModelBrands namedCitationsDomainsAnswer hash
OpenAIopenai/gpt-4o-miniCoreWeave · Nebius AI Cloud · Runpod · Google Cloud · Microsoft Azure77dacd6580…b5059
Anthropicanthropic/claude-haiku-4-5None named005e058ae3…183d6
Googlegoogle/gemini-2.5-flashCrusoe Cloud98e2bfa496…b2bb0

Sources

Pages the answers cited

Hostnames come from the URLs the answers returned. Best position is the earliest place a page was cited in an answer.
DomainCited pageBest positionCited byCitations
developer.nvidia.comhttps://developer.nvidia.com/blog/running-large-scale-gpu-workloads-on-kubernetes-with-slurm/1Google1
runpod.iohttps://runpod.io/articles/guides/top-cloud-gpu-providers1OpenAI1
forums.developer.nvidia.comhttps://forums.developer.nvidia.com/t/running-large-scale-gpu-workloads-on-kubernetes-with-slurm/3661332OpenAI · Google2
crusoe.aihttps://crusoe.ai/resources/blog/self-healing-distributed-pytorch-training-with-slurm-on-crusoe-managed-kubernetes2Google1
saturncloud.iohttps://saturncloud.io/reports/gpu-cloud-comparison-report/3OpenAI1
vcluster.comhttps://vcluster.com/blog/slurm-vs-kubernetes-llm-training3Google1
linkedin.comhttps://linkedin.com/posts/shamsheransari_slurm-ai-genai-activity-7405242795696844801-NyK04Google1
newsletter.semianalysis.comhttps://newsletter.semianalysis.com/p/clustermax-20-the-industry-standard4OpenAI1
nebius.comhttps://nebius.com/blog/posts/model-pre-training/slurm-vs-k8s5OpenAI1
gmicloud.aihttps://gmicloud.ai/en/blog/top-10-providers-for-ai-in-20266OpenAI1
greennode.aihttps://greennode.ai/blog/set-up-distributed-training-on-slurm-cluster6Google1
website.vcluster.comhttps://website.vcluster.com/blog/best-ai-cloud-gpu-providers7OpenAI1
youtube.comhttps://youtube.com/watch?v=cTGUZLeZmac7Google1
deploybase.aihttps://deploybase.ai/articles/best-gpu-orchestration-tools-slurm-vs-ray-vs-kubernetes8Google1
forums.developer.nvidia.comhttps://forums.developer.nvidia.com/t/slurm-vs-kubernetes-which-is-better-for-workload-management-on-accelerated-computing/632099Google1
Snapshots
83bdc888-6ae7-4cb1-8b8d-c037b9aa2951
Question set
cloud-gpu-platforms-2026-07-27
Benchmark version
4-cloud-gpu-platforms-2026-07-27-models-64232fd32583
What is kept
Measured in GPU clouds. Full answers are not stored or published, and no customer data is included.

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