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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 | 83.33 percentderived |
| public_prompt_insightsDistinct citation URLs | 15 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 2 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 | 3 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 0 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 16.67 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 0 booleanderived |
| public_prompt_volatilityPrompt volatility index | 8.33 index_pointsderived |
Every currently published position, as of Aug 14, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #6 | Data Integration Prompt Brand Leaders | 66.67 | 6 ranks gained | v2-parent-b4a6a950f640995f | Explain Data Integration Prompt Brand Leaders rank → |
| #6 | Data Integration Engine Disagreement by Prompt | 83.33 | 2 ranks gained | v2-parent-b4a6a950f640995f | Explain Data Integration Engine Disagreement by Prompt rank → |
| #5 | Data Integration Prompt Citation Opportunities | 33.33 | 7 |
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 | 3 | 0% | — |
| public prompt citation urls | 15 | 0% | — |
| public prompt distinct reviewed brands | 2 | 0% | — |
| public prompt engine disagreement | 83.333333 | 0% | — |
| public prompt leading brand consensus | 66.666667 | 100% | 66.667 |
23 published observations for How should a buyer compare data integration pricing across rows, active records, compute, connectors, and platform fees?, all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 16.6667percentage_points | derived | Aug 14, 2026 | View source
|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | derived | Aug 14, 2026 | View source
|
| v2-parent-b4a6a950f640995f |
| Explain Data Integration Prompt Citation Opportunities rank → |
| #13 | Data Integration Prompt Volatility | 8.33 | — | v1-parent-b4a6a950f640995f | Explain Data Integration Prompt Volatility rank → |
|---|
| public prompt leading brand owned citation coverage | 33.333333 | 0% | — |
|---|
| public prompt leading brand owned citation gap | 33.333334 | 0% | — |
|---|
{"promptSlug":"data-integration-pricing-comparison","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["895d995d-6133-47de-9c24-a85a47abfdd5","a5edb575-50fd-4274-9819-bd56cd7e2113","54ff820a-5c3c-499c-983d-8ba646d8ac34"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-pricing-comparison","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["895d995d-6133-47de-9c24-a85a47abfdd5","a5edb575-50fd-4274-9819-bd56cd7e2113","54ff820a-5c3c-499c-983d-8ba646d8ac34"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-pricing-comparison","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["895d995d-6133-47de-9c24-a85a47abfdd5","a5edb575-50fd-4274-9819-bd56cd7e2113","54ff820a-5c3c-499c-983d-8ba646d8ac34"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-pricing-comparison","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["895d995d-6133-47de-9c24-a85a47abfdd5","a5edb575-50fd-4274-9819-bd56cd7e2113","54ff820a-5c3c-499c-983d-8ba646d8ac34"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-pricing-comparison","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["895d995d-6133-47de-9c24-a85a47abfdd5","a5edb575-50fd-4274-9819-bd56cd7e2113","54ff820a-5c3c-499c-983d-8ba646d8ac34"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-pricing-comparison","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["895d995d-6133-47de-9c24-a85a47abfdd5","a5edb575-50fd-4274-9819-bd56cd7e2113","54ff820a-5c3c-499c-983d-8ba646d8ac34"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-pricing-comparison","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["895d995d-6133-47de-9c24-a85a47abfdd5","a5edb575-50fd-4274-9819-bd56cd7e2113","54ff820a-5c3c-499c-983d-8ba646d8ac34"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-pricing-comparison","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["895d995d-6133-47de-9c24-a85a47abfdd5","a5edb575-50fd-4274-9819-bd56cd7e2113","54ff820a-5c3c-499c-983d-8ba646d8ac34"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 33.3333percentage_points | derived | Aug 14, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 0boolean | derived | Aug 14, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 15urls | measured | Aug 14, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 2brands | measured | Aug 14, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 0percentage_points | derived | Aug 14, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 83.3333percent | derived | Aug 14, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Aug 14, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 3presence_events | measured | Aug 14, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 8.3333index_points | derived | Aug 14, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 14urls | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 2presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 1brands | measured | 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
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 2presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 14urls | measured | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 1brands | measured | Jul 27, 2026 | View source
|
|---|