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
Aug 9, 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 clouds232Openai · Gemini
02Vast.aivast.aiGPU clouds121Openai
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 cloudsRunpod · Vast.ai888399644e…e92ba
Anthropicanthropic/claude-haiku-4-5GPU cloudsNone observed00aaabe91d…6bdbc
Geminigoogle/gemini-2.5-flashGPU cloudsRunpod99019d18e3…69b61
URL-derived citations

Sources cited

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

DomainCited pageBest positionProvidersObservationsCategories
reddit.comhttps://reddit.com/r/MachineLearning/comments/lpld92/d_serverless_solutions_for_gpu_inference_if/1Openai1GPU clouds
runpod.iohttps://runpod.io/articles/guides/top-serverless-gpu-clouds1Gemini1GPU clouds
koyeb.comhttps://koyeb.com/blog/best-serverless-gpu-platforms-for-ai-apps-and-inference-in-20262Openai1GPU clouds
together.aihttps://together.ai/dedicated-container-inference2Gemini1GPU clouds
medium.comhttps://medium.com/@manikandan_t/the-gpu-cold-starts-nobody-warns-you-about-autoscaling-llm-inference-on-kubernetes-4128cb8743f13Gemini1GPU clouds
rafay.cohttps://rafay.co/ai-and-cloud-native-blog/what-is-serverless-inference3Openai1GPU clouds
docs.mystic.aihttps://docs.mystic.ai/docs/how-to-reduce-cold-starts-in-ml-models4Gemini1GPU clouds
runpod.iohttps://runpod.io/product/serverless4Openai1GPU clouds
vast.aihttps://vast.ai/products/serverless?srsltid=AfmBOoptJWN7dQ76G1A1lR2Q8Z7Lth-nTL0yzxnE0h5Ym3Z_V_03lML25Openai1GPU clouds
youtube.comhttps://youtube.com/watch?v=p5PX9V8lzx05Gemini1GPU clouds
nscale.comhttps://nscale.com/blog/what-is-serverless-inference6Openai1GPU clouds
scaleops.comhttps://scaleops.com/blog/reducing-gpu-cold-start-times-in-kubernetes-patterns-and-solutions/6Gemini1GPU clouds
forums.developer.nvidia.comhttps://forums.developer.nvidia.com/t/seamlessly-scale-ai-across-cloud-environments-with-nvidia-dgx-cloud-serverless-inference/3275287Openai1GPU clouds
spheron.networkhttps://spheron.network/blog/gpu-cold-start-llm-inference-2026/7Gemini1GPU clouds
digitalocean.comhttps://digitalocean.com/resources/articles/serverless-gpu-platforms8Openai1GPU clouds
reddit.comhttps://reddit.com/r/LocalLLaMA/comments/1lfcycb/first_external_deployment_live_cold_starts_solved/8Gemini1GPU clouds
bentoml.comhttps://bentoml.com/blog/25x-faster-cold-starts-for-llms-on-kubernetes9Gemini1GPU clouds
Snapshot IDs8f1902fe-35a1-4596-a7c6-692df5b53ffa
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.