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LIVE RANKINGS & DATA
Loading the latest published snapshot and its supporting evidence.
Public recommendation prompt in the Rank.ai Cloud GPU Platforms benchmark.
A current roll-up of published ranks, normalized facts, primary evidence, and entity relationships. No missing value is inferred.
| Metric | Value | As of | Evidence | Confidence |
|---|---|---|---|---|
| public_prompt_insightsCross-engine brand disagreement | 90.48 percentderived | Jul 27, 2026 | Rank.ai Cloud GPU Platforms Prompt Benchmark ↗Grade A | 100% |
| public_prompt_insightsDistinct citation URLs | 22 urlsmeasured | Jul 27, 2026 | Rank.ai Cloud GPU Platforms Prompt Benchmark ↗Grade A | 100% |
| public_prompt_insightsDistinct reviewed brands surfaced | 7 brandsmeasured | Jul 27, 2026 | Rank.ai Cloud GPU Platforms Prompt Benchmark ↗Grade A | 100% |
| public_prompt_insightsLeading-brand engine consensus | 66.67 percentderived | Jul 27, 2026 | Rank.ai Cloud GPU Platforms Prompt Benchmark ↗Grade A | 100% |
| public_prompt_insightsReviewed-brand presence events | 9 presence_eventsmeasured | Jul 27, 2026 | Rank.ai Cloud GPU Platforms Prompt Benchmark ↗Grade A | 100% |
Every currently published position, joined to its snapshot, confidence, and methodology version.
| Rank | Leaderboard | Score | Movement | Confidence | As of | Method | Open explanation |
|---|---|---|---|---|---|---|---|
| #8 | Cloud GPU Platforms Prompt Brand Leaderscloud-gpu-platforms-prompt-brand-leaders | 66.67 | — | 100% | Jul 27, 2026 | v1-parent-c13d7518a32be52c | Explain → |
| #1 | Cloud GPU Platforms Engine Disagreement by Promptcloud-gpu-platforms-prompt-engine-disagreement | 90.48 | — | 100% | Jul 27, 2026 | v1-parent-c13d7518a32be52c | Explain → |
Derives prompt-level brand leaders and cross-engine brand-set disagreement from the complete public Rank.ai benchmark cohort.
Some explanation inputs are unavailable Missing: comparablePriorRanking.
| Component | Value | Weight | Contribution | Evidence | Status |
|---|---|---|---|---|---|
| public prompt brand presence events | 9 | 0% | — | 1 | available |
| public prompt citation urls | 22 | 0% | — | 1 | available |
| public prompt distinct reviewed brands | 7 | 0% | — |
5 published observations for Which GPU clouds offer strong managed Kubernetes or Slurm support for distributed AI training and inference?. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Confidence | Evidence |
|---|---|---|---|---|---|
| Distinct citation URLspublic-prompt-citation-urls | 22urls | measured | Jul 27, 2026 | 100% | View source
|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Jul 27, 2026 | 100% | View source
|
| 1 |
| available |
| public prompt engine disagreement | 90.47619 | 0% | — | 1 | available |
|---|
| public prompt leading brand consensus | 66.666667 | 100% | 66.667 | 1 | available |
|---|
no_prior_published_snapshot
No comparable component drivers were published.
{"promptSlug":"cloud-gpu-kubernetes-slurm","corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["843d6a52-cebc-4d60-bb26-278980bf9e4a","502aa7d8-8804-4e8e-8682-1760c773ba7b","3917f69b-dc10-47a5-8db4-333ecc410250"],"parentSnapshotId":"971c6a81-9f43-4199-9edc-b9bcab011702","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-gpu-kubernetes-slurm","corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["843d6a52-cebc-4d60-bb26-278980bf9e4a","502aa7d8-8804-4e8e-8682-1760c773ba7b","3917f69b-dc10-47a5-8db4-333ecc410250"],"parentSnapshotId":"971c6a81-9f43-4199-9edc-b9bcab011702","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-gpu-kubernetes-slurm","corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["843d6a52-cebc-4d60-bb26-278980bf9e4a","502aa7d8-8804-4e8e-8682-1760c773ba7b","3917f69b-dc10-47a5-8db4-333ecc410250"],"parentSnapshotId":"971c6a81-9f43-4199-9edc-b9bcab011702","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-gpu-kubernetes-slurm","corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["843d6a52-cebc-4d60-bb26-278980bf9e4a","502aa7d8-8804-4e8e-8682-1760c773ba7b","3917f69b-dc10-47a5-8db4-333ecc410250"],"parentSnapshotId":"971c6a81-9f43-4199-9edc-b9bcab011702","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-gpu-kubernetes-slurm","corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["843d6a52-cebc-4d60-bb26-278980bf9e4a","502aa7d8-8804-4e8e-8682-1760c773ba7b","3917f69b-dc10-47a5-8db4-333ecc410250"],"parentSnapshotId":"971c6a81-9f43-4199-9edc-b9bcab011702","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-gpu-kubernetes-slurm","corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["843d6a52-cebc-4d60-bb26-278980bf9e4a","502aa7d8-8804-4e8e-8682-1760c773ba7b","3917f69b-dc10-47a5-8db4-333ecc410250"],"parentSnapshotId":"971c6a81-9f43-4199-9edc-b9bcab011702","providerMatrixVersion":"64232fd32583"}| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 9presence_events | measured | Jul 27, 2026 | 100% | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 90.4762percent | derived | Jul 27, 2026 | 100% | View source
|
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 7brands | measured | Jul 27, 2026 | 100% | View source
|
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