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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 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 | 77.78 percentderived |
| public_prompt_insightsDistinct citation URLs | 11 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 | 0 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 66.67 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 | 11.11 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 0 booleanderived |
| public_prompt_volatilityPrompt volatility index | 22.22 index_pointsderived |
Every currently published position, as of Aug 14, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #8 | Data Integration Prompt Brand Leaders | 66.67 | 7 ranks lost | v2-parent-b4a6a950f640995f | Explain Data Integration Prompt Brand Leaders rank → |
| #8 | Data Integration Engine Disagreement by Prompt | 77.78 | 1 ranks lost | v2-parent-b4a6a950f640995f | Explain Data Integration Engine Disagreement by Prompt rank → |
| #1 | Data Integration Prompt Citation Opportunities | 66.67 | 2 |
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 | 5 | 0% | — |
| public prompt citation urls | 11 | 0% | — |
| public prompt distinct reviewed brands | 3 | 0% | — |
| public prompt engine disagreement | 77.777778 | 0% | — |
| public prompt leading brand consensus | 66.666667 | 100% | 66.667 |
23 published observations for What data integration tool should a startup evaluate for fast setup, predictable cost, common connectors, and low maintenance?, 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 14, 2026 | View source
|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 11.1111percentage_points | derived | Aug 14, 2026 | View source
|
| v2-parent-b4a6a950f640995f |
| Explain Data Integration Prompt Citation Opportunities rank → |
| #10 | Data Integration Prompt Volatility | 22.22 | — | v1-parent-b4a6a950f640995f | Explain Data Integration Prompt Volatility rank → |
|---|
| public prompt leading brand owned citation coverage | 0 | 0% | — |
|---|
| public prompt leading brand owned citation gap | 66.666667 | 0% | — |
|---|
{"promptSlug":"data-integration-startup","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["7d332188-bb1e-4e9a-ae52-88a709f04850","b76a78a6-ca2c-42f9-b628-4bb5319edd41","1bc89471-aa53-4437-a77e-cd3bc5404463"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-startup","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["7d332188-bb1e-4e9a-ae52-88a709f04850","b76a78a6-ca2c-42f9-b628-4bb5319edd41","1bc89471-aa53-4437-a77e-cd3bc5404463"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-startup","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["7d332188-bb1e-4e9a-ae52-88a709f04850","b76a78a6-ca2c-42f9-b628-4bb5319edd41","1bc89471-aa53-4437-a77e-cd3bc5404463"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-startup","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["7d332188-bb1e-4e9a-ae52-88a709f04850","b76a78a6-ca2c-42f9-b628-4bb5319edd41","1bc89471-aa53-4437-a77e-cd3bc5404463"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-startup","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["7d332188-bb1e-4e9a-ae52-88a709f04850","b76a78a6-ca2c-42f9-b628-4bb5319edd41","1bc89471-aa53-4437-a77e-cd3bc5404463"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-startup","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["7d332188-bb1e-4e9a-ae52-88a709f04850","b76a78a6-ca2c-42f9-b628-4bb5319edd41","1bc89471-aa53-4437-a77e-cd3bc5404463"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-startup","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["7d332188-bb1e-4e9a-ae52-88a709f04850","b76a78a6-ca2c-42f9-b628-4bb5319edd41","1bc89471-aa53-4437-a77e-cd3bc5404463"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-startup","currentSnapshotId":"4c633d97-8481-430a-9dd4-06a7b798f0ff","previousSnapshotId":"5cec8904-fb7a-4d91-a24d-59a8466503c9"}| Distinct citation URLspublic-prompt-citation-urls | 11urls | measured | Aug 14, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Aug 14, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 3brands | measured | Aug 14, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 77.7778percent | derived | Aug 14, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 5presence_events | measured | Aug 14, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 66.6667percentage_points | derived | Aug 14, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 22.2222index_points | derived | Aug 14, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 0boolean | derived | Aug 14, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Aug 14, 2026 | View source
|
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| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 66.6667percentage_points | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 19urls | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | derived | Jul 27, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| 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 | 6presence_events | measured | Jul 27, 2026 | View source
|
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 4brands | measured | Jul 27, 2026 | View source
|
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 4brands | 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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| 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 | 6presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 19urls | measured | Jul 27, 2026 | View source
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