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Loading the latest published snapshot and its supporting evidence.
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 |
|---|---|
| public_prompt_insightsCross-engine brand disagreement | 77.78 percentderived |
| public_prompt_insightsDistinct citation URLs | 8 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 6 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 66.67 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 0 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 66.67 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 10 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 33.33 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 40.16 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 1 booleanderived |
| public_prompt_volatilityPrompt volatility index | 136.75 index_pointsderived |
Every currently published position, as of Aug 9, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #6 | Cloud GPU Platforms Prompt Brand Leaders | 66.67 | 1 ranks lost | v2-parent-c13d7518a32be52c | Explain Cloud GPU Platforms Prompt Brand Leaders rank → |
| #6 | Cloud GPU Platforms Engine Disagreement by Prompt | 77.78 | 4 ranks gained | v2-parent-c13d7518a32be52c | Explain Cloud GPU Platforms Engine Disagreement by Prompt rank → |
| #1 | Cloud GPU Platforms Prompt Citation Opportunities | 66.67 | — |
Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.
100% confidence · 100% component coverage · as of Aug 9, 2026, 12:00 AM UTC
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 10 | 0% | — |
| public prompt citation urls | 8 | 0% | — |
| public prompt distinct reviewed brands | 6 | 0% | — |
| public prompt engine disagreement | 77.777778 | 0% | — |
| public prompt leading brand consensus | 66.666667 | 100% | 66.667 |
23 published observations for Which GPU clouds are strongest for reserving hundreds of tightly networked accelerators for a multi-month training program?, all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Aug 9, 2026 | View source
|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Aug 9, 2026 | View source
|
| v2-parent-c13d7518a32be52c |
| Explain Cloud GPU Platforms Prompt Citation Opportunities rank → |
| #1 | Cloud GPU Platforms Prompt Volatility | 136.75 | — | v1-parent-c13d7518a32be52c | Explain Cloud GPU Platforms Prompt Volatility rank → |
|---|
| public prompt leading brand owned citation coverage |
|---|
| 0 |
| 0% |
| — |
| public prompt leading brand owned citation gap | 66.666667 | 0% | — |
|---|
{"promptSlug":"cloud-gpu-large-reserved-clusters","corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["316765d4-de86-4263-8296-8295b7a0ca49","3ace310a-07bf-46e0-bcf2-300e652e79ca","84c9bed4-87a2-4301-874e-37af40dd5ec9"],"parentSnapshotId":"8f1902fe-35a1-4596-a7c6-692df5b53ffa","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-gpu-large-reserved-clusters","corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["316765d4-de86-4263-8296-8295b7a0ca49","3ace310a-07bf-46e0-bcf2-300e652e79ca","84c9bed4-87a2-4301-874e-37af40dd5ec9"],"parentSnapshotId":"8f1902fe-35a1-4596-a7c6-692df5b53ffa","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-gpu-large-reserved-clusters","corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["316765d4-de86-4263-8296-8295b7a0ca49","3ace310a-07bf-46e0-bcf2-300e652e79ca","84c9bed4-87a2-4301-874e-37af40dd5ec9"],"parentSnapshotId":"8f1902fe-35a1-4596-a7c6-692df5b53ffa","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-gpu-large-reserved-clusters","corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["316765d4-de86-4263-8296-8295b7a0ca49","3ace310a-07bf-46e0-bcf2-300e652e79ca","84c9bed4-87a2-4301-874e-37af40dd5ec9"],"parentSnapshotId":"8f1902fe-35a1-4596-a7c6-692df5b53ffa","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-gpu-large-reserved-clusters","corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["316765d4-de86-4263-8296-8295b7a0ca49","3ace310a-07bf-46e0-bcf2-300e652e79ca","84c9bed4-87a2-4301-874e-37af40dd5ec9"],"parentSnapshotId":"8f1902fe-35a1-4596-a7c6-692df5b53ffa","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-gpu-large-reserved-clusters","corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["316765d4-de86-4263-8296-8295b7a0ca49","3ace310a-07bf-46e0-bcf2-300e652e79ca","84c9bed4-87a2-4301-874e-37af40dd5ec9"],"parentSnapshotId":"8f1902fe-35a1-4596-a7c6-692df5b53ffa","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-gpu-large-reserved-clusters","corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["316765d4-de86-4263-8296-8295b7a0ca49","3ace310a-07bf-46e0-bcf2-300e652e79ca","84c9bed4-87a2-4301-874e-37af40dd5ec9"],"parentSnapshotId":"8f1902fe-35a1-4596-a7c6-692df5b53ffa","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-gpu-large-reserved-clusters","currentSnapshotId":"a1bbefed-7d9a-4ff9-a2c8-f7d8aa64b35f","previousSnapshotId":"8c1e9914-754c-4345-8296-8f961243d838"}| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Aug 9, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 6brands | measured | Aug 9, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 66.6667percentage_points | derived | Aug 9, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 40.1587percentage_points | derived | Aug 9, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Aug 9, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 10presence_events | measured | Aug 9, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 136.746index_points | derived | Aug 9, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 77.7778percent | derived | Aug 9, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 8urls | measured | Aug 9, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 17urls | measured | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 8brands | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 17urls | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 16presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 37.619percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 37.619percent | derived | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 16presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 8brands | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Jul 27, 2026 | View source
|
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| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 100percentage_points | derived | Jul 27, 2026 | View source
|
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