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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 Integration 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 | 73.33 percentderived |
| public_prompt_insightsDistinct citation URLs | 10 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 | 66.67 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 0 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 9 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 0 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 1.67 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 1 booleanderived |
| public_prompt_volatilityPrompt volatility index | 100.83 index_pointsderived |
Every currently published position, as of Aug 14, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #9 | Data Integration Prompt Brand Leaders | 66.67 | 1 ranks gained | v2-parent-b4a6a950f640995f | Explain Data Integration Prompt Brand Leaders rank → |
| #9 | Data Integration Engine Disagreement by Prompt | 73.33 | 4 ranks lost | v2-parent-b4a6a950f640995f | Explain Data Integration Engine Disagreement by Prompt rank → |
| #12 | Data Integration 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 14, 2026, 12:00 AM UTC
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 9 | 0% | — |
| public prompt citation urls | 10 | 0% | — |
| public prompt distinct reviewed brands | 5 | 0% | — |
| public prompt engine disagreement | 73.333333 | 0% | — |
| public prompt leading brand consensus | 66.666667 | 100% | 66.667 |
23 published observations for Create a shortlist of data integration vendors for a global enterprise modernizing batch, streaming, and activation pipelines., all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Aug 14, 2026 | View source
|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Aug 14, 2026 | View source
|
| v2-parent-b4a6a950f640995f |
| Explain Data Integration Prompt Citation Opportunities rank → |
| #2 | Data Integration Prompt Volatility | 100.83 | — | v1-parent-b4a6a950f640995f | Explain Data Integration Prompt Volatility rank → |
|---|
| public prompt leading brand owned citation coverage | 66.666667 | 0% | — |
|---|
| public prompt leading brand owned citation gap | 0 | 0% | — |
|---|
{"promptSlug":"data-integration-enterprise-shortlist","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["aad1bef1-5565-4a64-9e73-5ca817a2ec1e","ff4505b5-cc3d-4952-9c75-a814fc3abbfc","909efefc-8c5d-4a65-991c-6290db232c41"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-enterprise-shortlist","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["aad1bef1-5565-4a64-9e73-5ca817a2ec1e","ff4505b5-cc3d-4952-9c75-a814fc3abbfc","909efefc-8c5d-4a65-991c-6290db232c41"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-enterprise-shortlist","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["aad1bef1-5565-4a64-9e73-5ca817a2ec1e","ff4505b5-cc3d-4952-9c75-a814fc3abbfc","909efefc-8c5d-4a65-991c-6290db232c41"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-enterprise-shortlist","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["aad1bef1-5565-4a64-9e73-5ca817a2ec1e","ff4505b5-cc3d-4952-9c75-a814fc3abbfc","909efefc-8c5d-4a65-991c-6290db232c41"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-enterprise-shortlist","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["aad1bef1-5565-4a64-9e73-5ca817a2ec1e","ff4505b5-cc3d-4952-9c75-a814fc3abbfc","909efefc-8c5d-4a65-991c-6290db232c41"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-enterprise-shortlist","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["aad1bef1-5565-4a64-9e73-5ca817a2ec1e","ff4505b5-cc3d-4952-9c75-a814fc3abbfc","909efefc-8c5d-4a65-991c-6290db232c41"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-enterprise-shortlist","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["aad1bef1-5565-4a64-9e73-5ca817a2ec1e","ff4505b5-cc3d-4952-9c75-a814fc3abbfc","909efefc-8c5d-4a65-991c-6290db232c41"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-enterprise-shortlist","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["aad1bef1-5565-4a64-9e73-5ca817a2ec1e","ff4505b5-cc3d-4952-9c75-a814fc3abbfc","909efefc-8c5d-4a65-991c-6290db232c41"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}| Absolute consensus changepublic-prompt-consensus-absolute-change | 0percentage_points | derived | Aug 14, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 10urls | measured | Aug 14, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 66.6667percent | derived | Aug 14, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 1.6667percentage_points | derived | Aug 14, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 9presence_events | measured | Aug 14, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 5brands | measured | Aug 14, 2026 | View source
|
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| Prompt volatility indexpublic-prompt-volatility-index | 100.8333index_points | derived | Aug 14, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 73.3333percent | derived | Aug 14, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 0percentage_points | derived | Aug 14, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 6brands | 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 | 15urls | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 9presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 75percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | 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
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 15urls | measured | Jul 27, 2026 | View source
|
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| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 75percent | 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
|
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