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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 | 76.19 percentderived |
| public_prompt_insightsDistinct citation URLs | 12 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 7 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 | 12 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 33.33 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 47.86 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 0 booleanderived |
| public_prompt_volatilityPrompt volatility index | 40.6 index_pointsderived |
Every currently published position, as of Aug 9, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #8 | Cloud GPU Platforms Prompt Brand Leaders | 66.67 | 1 ranks lost | v2-parent-c13d7518a32be52c | Explain Cloud GPU Platforms Prompt Brand Leaders rank → |
| #8 | Cloud GPU Platforms Engine Disagreement by Prompt | 76.19 | 4 ranks gained | v2-parent-c13d7518a32be52c | Explain Cloud GPU Platforms Engine Disagreement by Prompt rank → |
| #2 | Cloud GPU Platforms Prompt Citation Opportunities | 66.67 | 2 ranks gained |
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 | 12 | 0% | — |
| public prompt citation urls | 12 | 0% | — |
| public prompt distinct reviewed brands | 7 | 0% | — |
| public prompt engine disagreement | 76.190476 | 0% | — |
| public prompt leading brand consensus | 66.666667 | 100% | 66.667 |
23 published observations for Which cloud GPU platforms are best for reliable multi-node training of large foundation models?, all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 7brands | measured | Aug 9, 2026 | View source
|
| Leading brand changedpublic-prompt-winner-changed | 0boolean | derived | Aug 9, 2026 | View source
|
| v2-parent-c13d7518a32be52c |
| Explain Cloud GPU Platforms Prompt Citation Opportunities rank → |
| #8 | Cloud GPU Platforms Prompt Volatility | 40.6 | — | 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":"best-cloud-gpu-large-model-training","corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["0ee01d71-1f64-4239-9f01-4fc48f4912c2","211c9c7d-89ee-4913-ab75-1d0e285c920d","ae239b46-cb28-49e4-8f00-823417951a59"],"parentSnapshotId":"8f1902fe-35a1-4596-a7c6-692df5b53ffa","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-cloud-gpu-large-model-training","corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["0ee01d71-1f64-4239-9f01-4fc48f4912c2","211c9c7d-89ee-4913-ab75-1d0e285c920d","ae239b46-cb28-49e4-8f00-823417951a59"],"parentSnapshotId":"8f1902fe-35a1-4596-a7c6-692df5b53ffa","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-cloud-gpu-large-model-training","corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["0ee01d71-1f64-4239-9f01-4fc48f4912c2","211c9c7d-89ee-4913-ab75-1d0e285c920d","ae239b46-cb28-49e4-8f00-823417951a59"],"parentSnapshotId":"8f1902fe-35a1-4596-a7c6-692df5b53ffa","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-cloud-gpu-large-model-training","corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["0ee01d71-1f64-4239-9f01-4fc48f4912c2","211c9c7d-89ee-4913-ab75-1d0e285c920d","ae239b46-cb28-49e4-8f00-823417951a59"],"parentSnapshotId":"8f1902fe-35a1-4596-a7c6-692df5b53ffa","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-cloud-gpu-large-model-training","corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["0ee01d71-1f64-4239-9f01-4fc48f4912c2","211c9c7d-89ee-4913-ab75-1d0e285c920d","ae239b46-cb28-49e4-8f00-823417951a59"],"parentSnapshotId":"8f1902fe-35a1-4596-a7c6-692df5b53ffa","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-cloud-gpu-large-model-training","corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["0ee01d71-1f64-4239-9f01-4fc48f4912c2","211c9c7d-89ee-4913-ab75-1d0e285c920d","ae239b46-cb28-49e4-8f00-823417951a59"],"parentSnapshotId":"8f1902fe-35a1-4596-a7c6-692df5b53ffa","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-cloud-gpu-large-model-training","corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["0ee01d71-1f64-4239-9f01-4fc48f4912c2","211c9c7d-89ee-4913-ab75-1d0e285c920d","ae239b46-cb28-49e4-8f00-823417951a59"],"parentSnapshotId":"8f1902fe-35a1-4596-a7c6-692df5b53ffa","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-cloud-gpu-large-model-training","currentSnapshotId":"a1bbefed-7d9a-4ff9-a2c8-f7d8aa64b35f","previousSnapshotId":"8c1e9914-754c-4345-8296-8f961243d838"}| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Aug 9, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 12presence_events | measured | Aug 9, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 12urls | measured | Aug 9, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | 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 | 47.8571percentage_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
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 40.5952index_points | derived | Aug 9, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 76.1905percent | derived | Aug 9, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 11urls | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 12presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 28.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 5brands | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 28.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
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| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 66.6667percentage_points | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 11urls | measured | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 5brands | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 12presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | derived | Jul 27, 2026 | View source
|
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