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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 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 | 80 percentderived |
| public_prompt_insightsDistinct citation URLs | 12 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 5 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 | 8 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 33.33 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 80 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 1 booleanderived |
| public_prompt_volatilityPrompt volatility index | 156.67 index_pointsderived |
Every currently published position, as of Aug 13, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #4 | Cloud Platforms Prompt Brand Leaders | 66.67 | 7 ranks gained | v2-parent-f0e56a0391a3694a | Explain Cloud Platforms Prompt Brand Leaders rank → |
| #3 | Cloud Platforms Engine Disagreement by Prompt | 80 | 13 ranks gained | v2-parent-f0e56a0391a3694a | Explain Cloud Platforms Engine Disagreement by Prompt rank → |
| #3 | Cloud Platforms Prompt Citation Opportunities | 66.67 | 10 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 13, 2026, 12:00 AM UTC
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 8 | 0% | — |
| public prompt citation urls | 12 | 0% | — |
| public prompt distinct reviewed brands | 5 | 0% | — |
| public prompt engine disagreement | 80 | 0% | — |
| public prompt leading brand consensus | 66.666667 | 100% | 66.667 |
23 published observations for Which cloud platform is best for a governed lakehouse, streaming analytics, business intelligence, and machine learning stack?, all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Aug 13, 2026 | View source
|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Aug 13, 2026 | View source
|
| v2-parent-f0e56a0391a3694a |
| Explain Cloud Platforms Prompt Citation Opportunities rank → |
| #1 | Cloud Platforms Prompt Volatility | 156.67 | — | v1-parent-f0e56a0391a3694a | Explain Cloud 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-platform-data-analytics","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["be5d177f-09f6-4aaf-9be3-b08467776e9f","5e113cd2-19a1-4da9-8eac-bb174c02e86f","71baaead-e8c3-4193-9305-69f3bf53da98"],"parentSnapshotId":"7ff3ac47-7436-4ba2-8cfb-8a3eecb28295","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-platform-data-analytics","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["be5d177f-09f6-4aaf-9be3-b08467776e9f","5e113cd2-19a1-4da9-8eac-bb174c02e86f","71baaead-e8c3-4193-9305-69f3bf53da98"],"parentSnapshotId":"7ff3ac47-7436-4ba2-8cfb-8a3eecb28295","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-platform-data-analytics","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["be5d177f-09f6-4aaf-9be3-b08467776e9f","5e113cd2-19a1-4da9-8eac-bb174c02e86f","71baaead-e8c3-4193-9305-69f3bf53da98"],"parentSnapshotId":"7ff3ac47-7436-4ba2-8cfb-8a3eecb28295","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-platform-data-analytics","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["be5d177f-09f6-4aaf-9be3-b08467776e9f","5e113cd2-19a1-4da9-8eac-bb174c02e86f","71baaead-e8c3-4193-9305-69f3bf53da98"],"parentSnapshotId":"7ff3ac47-7436-4ba2-8cfb-8a3eecb28295","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-platform-data-analytics","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["be5d177f-09f6-4aaf-9be3-b08467776e9f","5e113cd2-19a1-4da9-8eac-bb174c02e86f","71baaead-e8c3-4193-9305-69f3bf53da98"],"parentSnapshotId":"7ff3ac47-7436-4ba2-8cfb-8a3eecb28295","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-platform-data-analytics","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["be5d177f-09f6-4aaf-9be3-b08467776e9f","5e113cd2-19a1-4da9-8eac-bb174c02e86f","71baaead-e8c3-4193-9305-69f3bf53da98"],"parentSnapshotId":"7ff3ac47-7436-4ba2-8cfb-8a3eecb28295","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-platform-data-analytics","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["be5d177f-09f6-4aaf-9be3-b08467776e9f","5e113cd2-19a1-4da9-8eac-bb174c02e86f","71baaead-e8c3-4193-9305-69f3bf53da98"],"parentSnapshotId":"7ff3ac47-7436-4ba2-8cfb-8a3eecb28295","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-platform-data-analytics","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["be5d177f-09f6-4aaf-9be3-b08467776e9f","5e113cd2-19a1-4da9-8eac-bb174c02e86f","71baaead-e8c3-4193-9305-69f3bf53da98"],"parentSnapshotId":"7ff3ac47-7436-4ba2-8cfb-8a3eecb28295","providerMatrixVersion":"64232fd32583"}| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 66.6667percentage_points | derived | Aug 13, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 5brands | measured | Aug 13, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 156.6667index_points | derived | Aug 13, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Aug 13, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 80percent | derived | Aug 13, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 80percentage_points | derived | Aug 13, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 12urls | measured | Aug 13, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 8presence_events | measured | Aug 13, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Aug 13, 2026 | View source
|
|---|
| 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 | 33.3333percentage_points | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 66.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 9presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 9presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 20urls | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 0percent | derived | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 0percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 3brands | measured | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 20urls | measured | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 3brands | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
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