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BUYER PROMPT / PUBLISHED EVIDENCE

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

An exact prompt-level view of which reviewed brands surfaced and which public URLs the configured AI models cited. No answer text or tenant data is published.

Intent
recommendation
Model providers
3
Categories
1
Last observed
Jul 27, 2026, 12:00 AM UTC
COMPETITIVE OUTCOME

Brands surfaced

Ordered by provider breadth, then total mentions and owned-domain citations. A mention is not an endorsement or a position claim.

#BrandCategoryProvidersMentionsOwned citationsProvider evidence
01Runpodrunpod.ioGPU clouds393Openai · Anthropic · Gemini
02CoreWeavecoreweave.comGPU clouds130Openai
03Google Cloudcloud.google.comGPU clouds130Openai
04Microsoft Azureazure.microsoft.comGPU clouds121Anthropic
05Lambda Cloudlambda.aiGPU clouds120Openai
MODEL COMPARISON

Answer matrix

One row per configured provider and category snapshot. Hashes prove answer identity without publishing stored answer text.

ProviderModel versionCategoryBrands surfacedCitationsUnique domainsAnswer hash
Openaiopenai/gpt-4o-miniGPU cloudsCoreWeave · Lambda Cloud · Runpod · Google Cloud55238f9e1d…9f84a
Anthropicanthropic/claude-haiku-4-5GPU cloudsRunpod · Microsoft Azure554848364a…a18fe
Geminigoogle/gemini-2.5-flashGPU cloudsRunpod88cd89aa49…2d487
URL-DERIVED CITATIONS

Sources cited

Hostnames are derived from the returned public URLs. Best position is the smallest citation position observed.

DomainCited pageBest positionProvidersObservationsCategories
learn.microsoft.comhttps://learn.microsoft.com/en-us/azure/container-apps/gpu-serverless-overview1Anthropic1GPU clouds
runpod.iohttps://runpod.io/articles/guides/top-cloud-gpu-providers1Openai1GPU clouds
spheron.networkhttps://spheron.network/blog/gpu-cold-start-llm-inference-2026/1Gemini1GPU clouds
arxiv.orghttps://arxiv.org/html/2411.15664v12Gemini1GPU clouds
medium.comhttps://medium.com/online-inference/top-ai-cloud-gpu-providers-for-2026-65b87f16317f2Openai1GPU clouds
runpod.iohttps://runpod.io/product/serverless2Anthropic1GPU clouds
gmicloud.aihttps://gmicloud.ai/en/blog/what-are-the-best-gpu-cloud-providers-for-ai-in-20253Openai1GPU clouds
medium.comhttps://medium.com/@manikandan_t/the-gpu-cold-starts-nobody-warns-you-about-autoscaling-llm-inference-on-kubernetes-4128cb8743f13Gemini1GPU clouds
youtube.comhttps://youtube.com/watch?v=GvZJHHCk2443Anthropic1GPU clouds
discuss.huggingface.cohttps://discuss.huggingface.co/t/which-gpu-cloud-provider-are-you-actually-using-for-inference/1764534Openai1GPU clouds
massimocrippa.comhttps://massimocrippa.com/blog/f/scalable-ai-harnessing-serverless-gpus-in-azure-container-apps4Anthropic1GPU clouds
reddit.comhttps://reddit.com/r/LocalLLaMA/comments/1lfcycb/first_external_deployment_live_cold_starts_solved/4Gemini1GPU clouds
qualixsolutions.comhttps://qualixsolutions.com/blog/best-cloud-provider-for-ai-inference-tasks/5Openai1GPU clouds
reddit.comhttps://reddit.com/r/LLMDevs/comments/1gf0ub8/we_built_an_open_source_serverless_gpu_container/5Anthropic1GPU clouds
runpod.iohttps://runpod.io/articles/guides/top-serverless-gpu-clouds5Gemini1GPU clouds
scaleops.comhttps://scaleops.com/blog/reducing-gpu-cold-start-times-in-kubernetes-patterns-and-solutions/6Gemini1GPU clouds
bentoml.comhttps://bentoml.com/blog/25x-faster-cold-starts-for-llms-on-kubernetes7Gemini1GPU clouds
together.aihttps://together.ai/dedicated-container-inference8Gemini1GPU clouds
Snapshot IDs971c6a81-9f43-4199-9edc-b9bcab011702
Corpus versionscloud-gpu-platforms-2026-07-27
Benchmark versions4-cloud-gpu-platforms-2026-07-27-models-64232fd32583

Coverage: GPU clouds. Full answers stored: no · Full answers published: no · Tenant data included: no.