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Loading the latest published snapshot and its supporting evidence.
Loading the latest published snapshot and its supporting evidence.
Public commercial 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 | 66.67 percentderived |
| public_prompt_insightsDistinct citation URLs | 15 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 1 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 33.33 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 33.33 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 0 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 1 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 0 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 0 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 1 booleanderived |
| public_prompt_volatilityPrompt volatility index | 100 index_pointsderived |
Every currently published position, as of Aug 9, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #12 | Cloud GPU Platforms Prompt Brand Leaders | 33.33 | — | v2-parent-c13d7518a32be52c | Explain Cloud GPU Platforms Prompt Brand Leaders rank → |
| #12 | Cloud GPU Platforms Engine Disagreement by Prompt | 66.67 | 6 ranks lost | v2-parent-c13d7518a32be52c | Explain Cloud GPU Platforms Engine Disagreement by Prompt rank → |
| #12 | Cloud GPU Platforms Prompt Citation Opportunities | 0 | 3 ranks lost | v2-parent-c13d7518a32be52c |
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 | 1 | 0% | — |
| public prompt citation urls | 15 | 0% | — |
| public prompt distinct reviewed brands | 1 | 0% | — |
| public prompt engine disagreement | 66.666667 | 0% | — |
| public prompt leading brand consensus | 33.333333 | 100% | 33.333 |
23 published observations for Which criteria expose capacity, interruption, egress, quota, and vendor lock-in risk when selecting a cloud GPU provider?, all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 0percentage_points | derived | Aug 9, 2026 | View source
|
| Distinct citation URLspublic-prompt-citation-urls | 15urls | measured | Aug 9, 2026 | View source
|
| Explain Cloud GPU Platforms Prompt Citation Opportunities rank → |
| #5 | Cloud GPU Platforms Prompt Volatility | 100 | — | v1-parent-c13d7518a32be52c | Explain Cloud GPU Platforms Prompt Volatility rank → |
|---|
| public prompt leading brand owned citation coverage |
|---|
| 33.333333 |
| 0% |
| — |
| public prompt leading brand owned citation gap | 0 | 0% | — |
|---|
No component moved since the prior snapshot.
{"promptSlug":"cloud-gpu-capacity-risk","corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["d4df80fc-fdfa-4775-be52-5eda4f160cc8","fd3d0e86-121d-4a02-bf38-9751259e8b1e","07460255-3dec-459a-a16b-e9b2103ff2ef"],"parentSnapshotId":"8f1902fe-35a1-4596-a7c6-692df5b53ffa","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-gpu-capacity-risk","corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["d4df80fc-fdfa-4775-be52-5eda4f160cc8","fd3d0e86-121d-4a02-bf38-9751259e8b1e","07460255-3dec-459a-a16b-e9b2103ff2ef"],"parentSnapshotId":"8f1902fe-35a1-4596-a7c6-692df5b53ffa","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-gpu-capacity-risk","corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["d4df80fc-fdfa-4775-be52-5eda4f160cc8","fd3d0e86-121d-4a02-bf38-9751259e8b1e","07460255-3dec-459a-a16b-e9b2103ff2ef"],"parentSnapshotId":"8f1902fe-35a1-4596-a7c6-692df5b53ffa","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-gpu-capacity-risk","corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["d4df80fc-fdfa-4775-be52-5eda4f160cc8","fd3d0e86-121d-4a02-bf38-9751259e8b1e","07460255-3dec-459a-a16b-e9b2103ff2ef"],"parentSnapshotId":"8f1902fe-35a1-4596-a7c6-692df5b53ffa","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-gpu-capacity-risk","corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["d4df80fc-fdfa-4775-be52-5eda4f160cc8","fd3d0e86-121d-4a02-bf38-9751259e8b1e","07460255-3dec-459a-a16b-e9b2103ff2ef"],"parentSnapshotId":"8f1902fe-35a1-4596-a7c6-692df5b53ffa","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-gpu-capacity-risk","corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["d4df80fc-fdfa-4775-be52-5eda4f160cc8","fd3d0e86-121d-4a02-bf38-9751259e8b1e","07460255-3dec-459a-a16b-e9b2103ff2ef"],"parentSnapshotId":"8f1902fe-35a1-4596-a7c6-692df5b53ffa","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-gpu-capacity-risk","corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["d4df80fc-fdfa-4775-be52-5eda4f160cc8","fd3d0e86-121d-4a02-bf38-9751259e8b1e","07460255-3dec-459a-a16b-e9b2103ff2ef"],"parentSnapshotId":"8f1902fe-35a1-4596-a7c6-692df5b53ffa","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-gpu-capacity-risk","corpusVersion":"cloud-gpu-platforms-2026-07-27","runArtifactIds":["d4df80fc-fdfa-4775-be52-5eda4f160cc8","fd3d0e86-121d-4a02-bf38-9751259e8b1e","07460255-3dec-459a-a16b-e9b2103ff2ef"],"parentSnapshotId":"8f1902fe-35a1-4596-a7c6-692df5b53ffa","providerMatrixVersion":"64232fd32583"}| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | derived | Aug 9, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 1presence_events | measured | Aug 9, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Aug 9, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 0percentage_points | derived | Aug 9, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | derived | Aug 9, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 1brands | measured | Aug 9, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Aug 9, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 0percentage_points | derived | Aug 9, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 100index_points | derived | Aug 9, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 33.3333percentage_points | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 2presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 2presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 2brands | measured | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 17urls | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 2brands | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 17urls | measured | Jul 27, 2026 | View source
|
|---|