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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 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 | 77.78 percentderived |
| public_prompt_insightsDistinct citation URLs | 10 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 3 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 66.67 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 66.67 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 0 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 5 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 33.33 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 22.22 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 1 booleanderived |
| public_prompt_volatilityPrompt volatility index | 127.78 index_pointsderived |
Every currently published position, as of Aug 12, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #6 | Data Platforms Prompt Brand Leaders | 66.67 | 4 ranks gained | v2-parent-973ba1005aa91ec7 | Explain Data Platforms Prompt Brand Leaders rank → |
| #5 | Data Platforms Engine Disagreement by Prompt | 77.78 | 4 ranks lost | v2-parent-973ba1005aa91ec7 | Explain Data Platforms Engine Disagreement by Prompt rank → |
| #7 | Data Platforms Prompt Citation Opportunities | 0 | 3 |
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 | 5 | 0% | — |
| public prompt citation urls | 10 | 0% | — |
| public prompt distinct reviewed brands | 3 | 0% | — |
| public prompt engine disagreement | 77.777778 | 0% | — |
| public prompt leading brand consensus | 66.666667 | 100% |
23 published observations for How should a buyer compare data-platform total cost across storage, compute, data movement, concurrency, idle capacity, support, and administration?, all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 5presence_events | measured | Aug 12, 2026 | View source
|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 0percentage_points | derived | Aug 12, 2026 | View source
|
| v2-parent-973ba1005aa91ec7 |
| Explain Data Platforms Prompt Citation Opportunities rank → |
| #3 | Data Platforms Prompt Volatility | 127.78 | — | v1-parent-973ba1005aa91ec7 | Explain Data Platforms Prompt Volatility rank → |
|---|
| 66.667 |
| public prompt leading brand owned citation coverage | 66.666667 | 0% | — |
|---|
| public prompt leading brand owned citation gap | 0 | 0% | — |
|---|
{"promptSlug":"data-platform-pricing-total-cost","corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["4bdfe576-aed7-4a8b-9ff9-778654eb45ea","5d0d7bff-ce65-4785-8383-643c0e574d7f","c3620c12-6940-43db-b2d4-9546a3cc4631"],"parentSnapshotId":"4555a40a-cdeb-4b02-b06a-c7e704164cc6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-platform-pricing-total-cost","corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["4bdfe576-aed7-4a8b-9ff9-778654eb45ea","5d0d7bff-ce65-4785-8383-643c0e574d7f","c3620c12-6940-43db-b2d4-9546a3cc4631"],"parentSnapshotId":"4555a40a-cdeb-4b02-b06a-c7e704164cc6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-platform-pricing-total-cost","corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["4bdfe576-aed7-4a8b-9ff9-778654eb45ea","5d0d7bff-ce65-4785-8383-643c0e574d7f","c3620c12-6940-43db-b2d4-9546a3cc4631"],"parentSnapshotId":"4555a40a-cdeb-4b02-b06a-c7e704164cc6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-platform-pricing-total-cost","corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["4bdfe576-aed7-4a8b-9ff9-778654eb45ea","5d0d7bff-ce65-4785-8383-643c0e574d7f","c3620c12-6940-43db-b2d4-9546a3cc4631"],"parentSnapshotId":"4555a40a-cdeb-4b02-b06a-c7e704164cc6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-platform-pricing-total-cost","corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["4bdfe576-aed7-4a8b-9ff9-778654eb45ea","5d0d7bff-ce65-4785-8383-643c0e574d7f","c3620c12-6940-43db-b2d4-9546a3cc4631"],"parentSnapshotId":"4555a40a-cdeb-4b02-b06a-c7e704164cc6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-platform-pricing-total-cost","corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["4bdfe576-aed7-4a8b-9ff9-778654eb45ea","5d0d7bff-ce65-4785-8383-643c0e574d7f","c3620c12-6940-43db-b2d4-9546a3cc4631"],"parentSnapshotId":"4555a40a-cdeb-4b02-b06a-c7e704164cc6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-platform-pricing-total-cost","corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["4bdfe576-aed7-4a8b-9ff9-778654eb45ea","5d0d7bff-ce65-4785-8383-643c0e574d7f","c3620c12-6940-43db-b2d4-9546a3cc4631"],"parentSnapshotId":"4555a40a-cdeb-4b02-b06a-c7e704164cc6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-platform-pricing-total-cost","corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["4bdfe576-aed7-4a8b-9ff9-778654eb45ea","5d0d7bff-ce65-4785-8383-643c0e574d7f","c3620c12-6940-43db-b2d4-9546a3cc4631"],"parentSnapshotId":"4555a40a-cdeb-4b02-b06a-c7e704164cc6","providerMatrixVersion":"64232fd32583"}| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Aug 12, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 3brands | measured | Aug 12, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 127.7778index_points | derived | Aug 12, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 22.2222percentage_points | derived | Aug 12, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 77.7778percent | derived | Aug 12, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Aug 12, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 66.6667percent | derived | Aug 12, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 10urls | measured | Aug 12, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Aug 12, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Jul 27, 2026 | View source
|
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| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 100percent | 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 | 12urls | measured | Jul 27, 2026 | View source
|
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 3brands | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 3presence_events | measured | Jul 27, 2026 | View source
|
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| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | derived | Jul 27, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 100percent | derived | Jul 27, 2026 | View source
|
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| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 3presence_events | measured | 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 | 12urls | measured | Jul 27, 2026 | View source
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