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Buying question

Recommend a GPU cloud for autoscaling production inference with custom containers, scale-to-zero, and predictable cold starts.

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

1

Brands named

13

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
1Google Cloudcloud.google.com111Google

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-miniNone named632e810747…6c9f6
Anthropicanthropic/claude-haiku-4-5None named0031289165…a166b
Googlegoogle/gemini-2.5-flashGoogle Cloud77b70c0396…66b28

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
facebook.comhttps://facebook.com/CloudNativeComputingFoundation/posts/autoscaling-llm-inference-on-kubernetes-forces-a-trade-off-between-response-time/1572520924919415/1Google1
modal.comhttps://modal.com/resources/best-serverless-gpu-platforms-inference1OpenAI1
pguso.medium.comhttps://pguso.medium.com/running-llms-on-modal-gpu-powered-inference-that-scales-to-zero-6358545135572OpenAI1
scaleops.comhttps://scaleops.com/blog/reducing-gpu-cold-start-times-in-kubernetes-patterns-and-solutions/2Google1
medium.comhttps://medium.com/@manikandan_t/the-gpu-cold-starts-nobody-warns-you-about-autoscaling-llm-inference-on-kubernetes-4128cb8743f13Google1
modal.comhttps://modal.com/blog/truly-serverless-gpus3OpenAI1
modal.comhttps://modal.com/docs/guide/scale4OpenAI1
spheron.networkhttps://spheron.network/blog/gpu-cold-start-llm-inference-2026/4Google1
docs.baseten.cohttps://docs.baseten.co/deployment/autoscaling/cold-starts5Google1
gmicloud.aihttps://gmicloud.ai/ja/blog/modal-gpu-media-inference5OpenAI1
cloud.google.comhttps://cloud.google.com/blog/topics/developers-practitioners/a-guide-to-ai-cold-starts-on-cloud-run6Google1
modal.comhttps://modal.com/resources/best-cloud-gpu-providers6OpenAI1
cast.aihttps://cast.ai/blog/kubernetes-gpu-autoscaling/7Google1
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.

See how often AI names you.

Enter your website. In about two minutes, Rank.ai asks ChatGPT, Claude and Gemini 12 questions your customers ask and grades how often they name you.

  • Your grade out of 100How often AI names you, cites your site, and how high it ranks you.
  • Who gets namedEvery competitor in the answers, most named first.
  • The pages AI readsThe sources behind each answer.
  • Three fixesWhat to fix first, with a brief for the first article.