Public Cloud GPU Platforms brand benchmark

Not specified.

• Slug

  best-cloud-gpu-large-model-training

  Text

  Which cloud GPU platforms are best for reliable multi-node training of large foundation models?

  Intent

  recommendation

• Slug

  cloud-gpu-on-demand-h100-h200

  Text

  Recommend cloud GPU providers with transparent on-demand access to H100 or H200 instances and no long-term commitment.

  Intent

  recommendation

• Slug

  cloud-gpu-large-reserved-clusters

  Text

  Which GPU clouds are strongest for reserving hundreds of tightly networked accelerators for a multi-month training program?

  Intent

  recommendation

• Slug

  cloud-gpu-serverless-inference

  Text

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

  Intent

  recommendation

• Slug

  cloud-gpu-startup-fast-access

  Text

  What GPU cloud should a startup use for fast self-service access, clear hourly pricing, persistent storage, and simple deployment?

  Intent

  recommendation

• Slug

  cloud-gpu-enterprise-security

  Text

  Which GPU cloud platforms are best for an enterprise requiring private networking, compliance controls, auditability, and support?

  Intent

  recommendation

• Slug

  cloud-gpu-regional-capacity

  Text

  Recommend GPU infrastructure providers with broad regional capacity, current accelerator availability, and data-residency options.

  Intent

  recommendation

• Slug

  cloud-gpu-kubernetes-slurm

  Text

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

  Intent

  recommendation

• Slug

  cloud-gpu-buying-criteria

  Text

  Compare cloud GPU platforms on availability, accelerator breadth, interconnect, storage, reliability, support, and developer experience.

  Intent

  commercial

• Slug

  cloud-gpu-pricing-contracts

  Text

  How should a buyer compare GPU cloud pricing across on-demand, spot, reserved, bare-metal, and committed-capacity contracts?

  Intent

  commercial

• Slug

  cloud-gpu-proof-of-concept-scorecard

  Text

  Create a proof-of-concept scorecard for evaluating GPU clouds on real workload throughput, failure recovery, networking, and total cost.

  Intent

  commercial

• Slug

  cloud-gpu-capacity-risk

  Text

  Which criteria expose capacity, interruption, egress, quota, and vendor lock-in risk when selecting a cloud GPU provider?

  Intent

  commercial

cloud-gpu-platforms

• Provider

  openai

  Configured Model

  openai/gpt-4o-mini

• Provider

  anthropic

  Configured Model

  anthropic/claude-haiku-4-5

• Provider

  gemini

  Configured Model

  google/gemini-2.5-flash

Cost Basis

Provider-reported LLM cost returned by the existing AI Rank provider/cache layer.

Maximum Daily Billed Cost Usd

2.00

Maximum Daily Provider Calls

60

Maximum Daily Provider Attempts Including Retries

72

• This is one response per prompt/provider pair in each run; model output can vary between runs.
• The fixed 12-prompt Cloud GPU Platforms category does not estimate general market share or brand awareness.
• Presence share and citation share are relative only to the reviewed 16-brand universe; untracked brands are excluded from those denominators.
• OpenAI, Anthropic, and Google are both evaluated brands and configured model providers; no self-provider bias correction is applied.

recommendation-prompt presence descending; mention coverage, engine breadth, mention share, citation share, then entity slug

Published Evidence

answer hashes, deterministic bounded brand counts, and deduplicated URL-derived citation counts

Full Provider Answers Published

No

Full Provider Answers Stored In Public Index

No

cloud-gpu-platforms-2026-07-27

• Provider

  openai

  Board Slug

  cloud-gpu-platforms-brand-openai-visibility

  Primary Metric Slug

  public-prompt-openai-brand-recommendation-presence

• Provider

  anthropic

  Board Slug

  cloud-gpu-platforms-brand-anthropic-visibility

  Primary Metric Slug

  public-prompt-anthropic-brand-recommendation-presence

• Provider

  gemini

  Board Slug

  cloud-gpu-platforms-brand-gemini-visibility

  Primary Metric Slug

  public-prompt-gemini-brand-recommendation-presence

4

• Name

  CoreWeave

  Aliases

  • CoreWeave
  • CoreWeave Cloud

  Entity Slug

  coreweave

  Primary Domain

  coreweave.com

  Citation Domains

  • coreweave.com
  • docs.coreweave.com

  Case Sensitive Aliases

• Name

  Lambda Cloud

  Aliases

  • Lambda Cloud
  • Lambda GPU Cloud
  • Lambda

  Entity Slug

  lambda-cloud

  Primary Domain

  lambda.ai

  Citation Domains

  • lambda.ai
  • docs.lambda.ai

  Case Sensitive Aliases

  • Lambda

• Name

  Crusoe Cloud

  Aliases

  • Crusoe Cloud
  • Crusoe

  Entity Slug

  crusoe-cloud

  Primary Domain

  crusoe.ai

  Citation Domains

  • crusoe.ai
  • docs.crusoecloud.com

  Case Sensitive Aliases

  • Crusoe

• Name

  Nebius AI Cloud

  Aliases

  • Nebius AI Cloud
  • Nebius

  Entity Slug

  nebius-ai-cloud

  Primary Domain

  nebius.com

  Citation Domains

  • nebius.com
  • docs.nebius.com

  Case Sensitive Aliases

  • Nebius

• Name

  Runpod

  Aliases

  • Runpod
  • RunPod

  Entity Slug

  runpod

  Primary Domain

  runpod.io

  Citation Domains

  • runpod.io
  • docs.runpod.io

  Case Sensitive Aliases

• Name

  Vast.ai

  Aliases

  • Vast.ai
  • Vast AI

  Entity Slug

  vast-ai

  Primary Domain

  vast.ai

  Citation Domains

  • vast.ai
  • docs.vast.ai

  Case Sensitive Aliases

• Name

  Hyperstack

  Aliases

  • Hyperstack
  • Hyperstack Cloud

  Entity Slug

  hyperstack

  Primary Domain

  hyperstack.cloud

  Citation Domains

  • hyperstack.cloud
  • docs.hyperstack.cloud

  Case Sensitive Aliases

• Name

  Fluidstack

  Aliases

  • Fluidstack
  • FluidStack

  Entity Slug

  fluidstack

  Primary Domain

  fluidstack.io

  Citation Domains

  • fluidstack.io

  Case Sensitive Aliases

• Name

  Voltage Park

  Aliases

  • Voltage Park

  Entity Slug

  voltage-park

  Primary Domain

  voltagepark.com

  Citation Domains

  • voltagepark.com

  Case Sensitive Aliases

• Name

  Paperspace

  Aliases

  • Paperspace
  • DigitalOcean Paperspace

  Entity Slug

  paperspace

  Primary Domain

  paperspace.com

  Citation Domains

  • paperspace.com
  • docs.digitalocean.com

  Case Sensitive Aliases

• Name

  Amazon EC2

  Aliases

  • Amazon EC2
  • AWS EC2
  • Amazon Elastic Compute Cloud

  Entity Slug

  amazon-ec2

  Primary Domain

  aws.amazon.com

  Citation Domains

  • aws.amazon.com
  • docs.aws.amazon.com

  Case Sensitive Aliases

• Name

  Google Cloud

  Aliases

  • Google Cloud
  • Google Cloud Platform
  • GCP

  Entity Slug

  google-cloud

  Primary Domain

  cloud.google.com

  Citation Domains

  • cloud.google.com
  • docs.cloud.google.com

  Case Sensitive Aliases

• Name

  Microsoft Azure

  Aliases

  • Microsoft Azure
  • Azure

  Entity Slug

  microsoft-azure

  Primary Domain

  azure.microsoft.com

  Citation Domains

  • azure.microsoft.com
  • learn.microsoft.com

  Case Sensitive Aliases

  • Azure

• Name

  Oracle Cloud Infrastructure

  Aliases

  • Oracle Cloud Infrastructure
  • Oracle Cloud
  • OCI

  Entity Slug

  oracle-cloud-infrastructure

  Primary Domain

  oracle.com

  Citation Domains

  • oracle.com
  • docs.oracle.com

  Case Sensitive Aliases

• Name

  IBM Cloud

  Aliases

  • IBM Cloud

  Entity Slug

  ibm-cloud

  Primary Domain

  ibm.com

  Citation Domains

  • ibm.com
  • cloud.ibm.com

  Case Sensitive Aliases

• Name

  Akash Network

  Aliases

  • Akash Network
  • Akash

  Entity Slug

  akash-network

  Primary Domain

  akash.network

  Citation Domains

  • akash.network
  • docs.akash.network

  Case Sensitive Aliases

  • Akash

4-cloud-gpu-platforms-2026-07-27-models-64232fd32583

Search

A common Rank.ai web-search tool is available to all three configured models.

Gateway

Rank.ai's configured OpenRouter-compatible gateway

Not Consumer Products

Results measure the configured model/API runs, not the ChatGPT, Claude, or Gemini consumer application interfaces.

Prompt Count

12

Provider Count

3

Required Successful Runs

36

Confidence

A value of 1.0 means the complete frozen cohort passed the deterministic extraction and publication gates; it is not a statistical confidence interval.

Citation Share Denominator

Distinct answer-level HTTP(S) citation URLs whose URL-derived hostname matches any reviewed brand domain.

Presence Share Denominator

The sum of reviewed-brand answer-presences. One answer may contribute presence to multiple brands.

Mention Coverage Denominator

36 answers: all 12 prompts multiplied by 3 configured providers.

Provider Citation Share Denominator

Distinct reviewed-brand-domain citations within the named configured model API provider's 20-answer cohort.

Recommendation Presence Denominator

24 answers: recommendation-intent prompts multiplied by 3 configured providers.

Provider Mention Coverage Denominator

12 prompts for the named configured model API provider.

Provider Recommendation Presence Denominator

8 recommendation-intent prompts for the named configured model API provider.

64232fd32583

Presence means mentioned or cited in an answer to a recommendation-intent prompt. It does not claim positive recommendation, endorsement, or sentiment.