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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 | 91.67 percentderived |
| public_prompt_insightsDistinct citation URLs | 12 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 4 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 | 29.44 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 0 booleanderived |
| public_prompt_volatilityPrompt volatility index | 31.39 index_pointsderived |
Every currently published position, as of Aug 14, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #4 | Data Integration Prompt Brand Leaders | 66.67 | — | v2-parent-b4a6a950f640995f | Explain Data Integration Prompt Brand Leaders rank → |
| #4 | Data Integration Engine Disagreement by Prompt | 91.67 | 7 ranks gained | v2-parent-b4a6a950f640995f | Explain Data Integration Engine Disagreement by Prompt rank → |
| #11 | Data Integration Prompt Citation Opportunities | 0 | 6 |
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 | 12 | 0% | — |
| public prompt distinct reviewed brands | 4 | 0% | — |
| public prompt engine disagreement | 91.666667 | 0% | — |
| public prompt leading brand consensus | 66.666667 | 100% | 66.667 |
23 published observations for Compare how data integration tools handle schema drift, connector changes, backfills, replay, and destination compatibility., 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 | 29.4444percentage_points | derived | Aug 14, 2026 | View source
|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 66.6667percent | derived | Aug 14, 2026 | View source
|
| v2-parent-b4a6a950f640995f |
| Explain Data Integration Prompt Citation Opportunities rank → |
| #6 | Data Integration Prompt Volatility | 31.39 | — | 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% | — |
|---|
No component moved since the prior snapshot.
{"promptSlug":"data-integration-schema-drift","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["251a13ae-89b3-40dd-a844-8fb1c4862bcd","4e097b5f-e850-47f4-9d81-35d4b873e918","9cda8adb-d040-4511-9941-2cc043981ee4"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-schema-drift","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["251a13ae-89b3-40dd-a844-8fb1c4862bcd","4e097b5f-e850-47f4-9d81-35d4b873e918","9cda8adb-d040-4511-9941-2cc043981ee4"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-schema-drift","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["251a13ae-89b3-40dd-a844-8fb1c4862bcd","4e097b5f-e850-47f4-9d81-35d4b873e918","9cda8adb-d040-4511-9941-2cc043981ee4"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-schema-drift","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["251a13ae-89b3-40dd-a844-8fb1c4862bcd","4e097b5f-e850-47f4-9d81-35d4b873e918","9cda8adb-d040-4511-9941-2cc043981ee4"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-schema-drift","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["251a13ae-89b3-40dd-a844-8fb1c4862bcd","4e097b5f-e850-47f4-9d81-35d4b873e918","9cda8adb-d040-4511-9941-2cc043981ee4"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-schema-drift","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["251a13ae-89b3-40dd-a844-8fb1c4862bcd","4e097b5f-e850-47f4-9d81-35d4b873e918","9cda8adb-d040-4511-9941-2cc043981ee4"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-schema-drift","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["251a13ae-89b3-40dd-a844-8fb1c4862bcd","4e097b5f-e850-47f4-9d81-35d4b873e918","9cda8adb-d040-4511-9941-2cc043981ee4"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-schema-drift","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["251a13ae-89b3-40dd-a844-8fb1c4862bcd","4e097b5f-e850-47f4-9d81-35d4b873e918","9cda8adb-d040-4511-9941-2cc043981ee4"],"parentSnapshotId":"aa315d86-8f5d-4a75-80e8-e01ada2ad44f","providerMatrixVersion":"64232fd32583"}| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Aug 14, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 4brands | measured | 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
|
|---|
| 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 | 0percentage_points | derived | Aug 14, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 31.3889index_points | derived | Aug 14, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 12urls | measured | Aug 14, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 91.6667percent | derived | Aug 14, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 23urls | measured | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 5brands | measured | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 5brands | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 62.2222percent | derived | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 9presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 9presence_events | measured | 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
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | 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
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 23urls | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 62.2222percent | derived | Jul 27, 2026 | View source
|
|---|