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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 Data 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 | 86.67 percentderived |
| public_prompt_insightsDistinct citation URLs | 15 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 | 33.33 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 33.33 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 7 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 33.33 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 21.11 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 0 booleanderived |
| public_prompt_volatilityPrompt volatility index | 27.22 index_pointsderived |
Every currently published position, as of Aug 12, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #4 | Data Platforms Prompt Brand Leaders | 66.67 | 3 ranks lost | v2-parent-973ba1005aa91ec7 | Explain Data Platforms Prompt Brand Leaders rank → |
| #3 | Data Platforms Engine Disagreement by Prompt | 86.67 | 3 ranks gained | v2-parent-973ba1005aa91ec7 | Explain Data Platforms Engine Disagreement by Prompt rank → |
| #4 | Data Platforms Prompt Citation Opportunities | 33.33 | 3 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 12, 2026, 12:00 AM UTC
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 7 | 0% | — |
| public prompt citation urls | 15 | 0% | — |
| public prompt distinct reviewed brands | 5 | 0% | — |
| public prompt engine disagreement | 86.666667 | 0% | — |
| public prompt leading brand consensus | 66.666667 | 100% | 66.667 |
23 published observations for Recommend a data lakehouse for analytics, machine learning, generative AI, open data formats, notebooks, and production model workflows., 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 | 5brands | measured | Aug 12, 2026 | View source
|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Aug 12, 2026 | View source
|
| v2-parent-973ba1005aa91ec7 |
| Explain Data Platforms Prompt Citation Opportunities rank → |
| #9 | Data Platforms Prompt Volatility | 27.22 | — | v1-parent-973ba1005aa91ec7 | Explain Data Platforms Prompt Volatility rank → |
|---|
| public prompt leading brand owned citation coverage | 33.333333 | 0% | — |
|---|
| public prompt leading brand owned citation gap | 33.333334 | 0% | — |
|---|
{"promptSlug":"best-lakehouse-ai-ml","corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["6274a96d-3db2-407e-ad35-bd0be725a708","30cd76ef-bcb4-4b6b-a5e4-8c65c1b2332d","e1716f04-d79a-44a4-b534-8daf7b0cf3d4"],"parentSnapshotId":"4555a40a-cdeb-4b02-b06a-c7e704164cc6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-lakehouse-ai-ml","corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["6274a96d-3db2-407e-ad35-bd0be725a708","30cd76ef-bcb4-4b6b-a5e4-8c65c1b2332d","e1716f04-d79a-44a4-b534-8daf7b0cf3d4"],"parentSnapshotId":"4555a40a-cdeb-4b02-b06a-c7e704164cc6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-lakehouse-ai-ml","corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["6274a96d-3db2-407e-ad35-bd0be725a708","30cd76ef-bcb4-4b6b-a5e4-8c65c1b2332d","e1716f04-d79a-44a4-b534-8daf7b0cf3d4"],"parentSnapshotId":"4555a40a-cdeb-4b02-b06a-c7e704164cc6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-lakehouse-ai-ml","corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["6274a96d-3db2-407e-ad35-bd0be725a708","30cd76ef-bcb4-4b6b-a5e4-8c65c1b2332d","e1716f04-d79a-44a4-b534-8daf7b0cf3d4"],"parentSnapshotId":"4555a40a-cdeb-4b02-b06a-c7e704164cc6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-lakehouse-ai-ml","corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["6274a96d-3db2-407e-ad35-bd0be725a708","30cd76ef-bcb4-4b6b-a5e4-8c65c1b2332d","e1716f04-d79a-44a4-b534-8daf7b0cf3d4"],"parentSnapshotId":"4555a40a-cdeb-4b02-b06a-c7e704164cc6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-lakehouse-ai-ml","corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["6274a96d-3db2-407e-ad35-bd0be725a708","30cd76ef-bcb4-4b6b-a5e4-8c65c1b2332d","e1716f04-d79a-44a4-b534-8daf7b0cf3d4"],"parentSnapshotId":"4555a40a-cdeb-4b02-b06a-c7e704164cc6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-lakehouse-ai-ml","corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["6274a96d-3db2-407e-ad35-bd0be725a708","30cd76ef-bcb4-4b6b-a5e4-8c65c1b2332d","e1716f04-d79a-44a4-b534-8daf7b0cf3d4"],"parentSnapshotId":"4555a40a-cdeb-4b02-b06a-c7e704164cc6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-lakehouse-ai-ml","corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["6274a96d-3db2-407e-ad35-bd0be725a708","30cd76ef-bcb4-4b6b-a5e4-8c65c1b2332d","e1716f04-d79a-44a4-b534-8daf7b0cf3d4"],"parentSnapshotId":"4555a40a-cdeb-4b02-b06a-c7e704164cc6","providerMatrixVersion":"64232fd32583"}| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 7presence_events | measured | Aug 12, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 21.1111percentage_points | derived | Aug 12, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 0boolean | derived | Aug 12, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | derived | Aug 12, 2026 | View source
|
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| Distinct citation URLspublic-prompt-citation-urls | 15urls | measured | Aug 12, 2026 | View source
|
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| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Aug 12, 2026 | View source
|
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| Prompt volatility indexpublic-prompt-volatility-index | 27.2222index_points | derived | Aug 12, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 86.6667percent | derived | Aug 12, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 33.3333percentage_points | derived | Aug 12, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 65.5556percent | derived | Jul 27, 2026 | View source
|
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| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 100percent | derived | Jul 27, 2026 | View source
|
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| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 0percentage_points | derived | Jul 27, 2026 | View source
|
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| Distinct citation URLspublic-prompt-citation-urls | 16urls | measured | Jul 27, 2026 | View source
|
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 6brands | measured | Jul 27, 2026 | View source
|
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| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 10presence_events | measured | Jul 27, 2026 | View source
|
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| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 65.5556percent | derived | Jul 27, 2026 | View source
|
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 6brands | measured | Jul 27, 2026 | View source
|
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| Distinct citation URLspublic-prompt-citation-urls | 16urls | measured | Jul 27, 2026 | View source
|
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| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
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| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 10presence_events | measured | Jul 27, 2026 | View source
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