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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 BI & Analytics 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 | 12 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 6 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 | 33.33 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 30 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 1 booleanderived |
| public_prompt_volatilityPrompt volatility index | 131.67 index_pointsderived |
Every currently published position, as of Aug 15, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #5 | BI & Analytics Prompt Brand Leaders | 66.67 | 1 ranks lost | v2-parent-c049e0aee9612d83 | Explain BI & Analytics Prompt Brand Leaders rank → |
| #5 | BI & Analytics Engine Disagreement by Prompt | 83.33 | 4 ranks gained | v2-parent-c049e0aee9612d83 | Explain BI & Analytics Engine Disagreement by Prompt rank → |
| #11 | BI & Analytics Prompt Citation Opportunities | 0 | 4 |
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 15, 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 | 12 | 0% | — |
| public prompt distinct reviewed brands | 6 | 0% | — |
| public prompt engine disagreement | 83.333333 | 0% | — |
| public prompt leading brand consensus | 66.666667 | 100% | 66.667 |
23 published observations for Which BI platforms provide the strongest governed natural-language query, automated insight, and generative AI analysis experience?, all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Distinct citation URLspublic-prompt-citation-urls | 12urls | measured | Aug 15, 2026 | View source
|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 30percentage_points | derived | Aug 15, 2026 | View source
|
| v2-parent-c049e0aee9612d83 |
| Explain BI & Analytics Prompt Citation Opportunities rank → |
| #5 | BI & Analytics Prompt Volatility | 131.67 | — | v1-parent-c049e0aee9612d83 | Explain BI & Analytics Prompt Volatility rank → |
|---|
| public prompt leading brand owned citation coverage | 66.666667 | 0% | — |
|---|
| public prompt leading brand owned citation gap | 0 | 0% | — |
|---|
{"promptSlug":"natural-language-ai-analytics","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["1114a91a-5db1-4923-8e04-67bdae30a997","3ddf0bce-efaf-4232-af99-d5c42eef142b","a084b524-80f3-4e7f-9e36-32d08ca3b95c"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}{"promptSlug":"natural-language-ai-analytics","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["1114a91a-5db1-4923-8e04-67bdae30a997","3ddf0bce-efaf-4232-af99-d5c42eef142b","a084b524-80f3-4e7f-9e36-32d08ca3b95c"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}{"promptSlug":"natural-language-ai-analytics","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["1114a91a-5db1-4923-8e04-67bdae30a997","3ddf0bce-efaf-4232-af99-d5c42eef142b","a084b524-80f3-4e7f-9e36-32d08ca3b95c"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}{"promptSlug":"natural-language-ai-analytics","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["1114a91a-5db1-4923-8e04-67bdae30a997","3ddf0bce-efaf-4232-af99-d5c42eef142b","a084b524-80f3-4e7f-9e36-32d08ca3b95c"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}{"promptSlug":"natural-language-ai-analytics","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["1114a91a-5db1-4923-8e04-67bdae30a997","3ddf0bce-efaf-4232-af99-d5c42eef142b","a084b524-80f3-4e7f-9e36-32d08ca3b95c"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}{"promptSlug":"natural-language-ai-analytics","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["1114a91a-5db1-4923-8e04-67bdae30a997","3ddf0bce-efaf-4232-af99-d5c42eef142b","a084b524-80f3-4e7f-9e36-32d08ca3b95c"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}{"promptSlug":"natural-language-ai-analytics","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["1114a91a-5db1-4923-8e04-67bdae30a997","3ddf0bce-efaf-4232-af99-d5c42eef142b","a084b524-80f3-4e7f-9e36-32d08ca3b95c"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}{"promptSlug":"natural-language-ai-analytics","currentSnapshotId":"3c3a21ae-8e87-4da2-b223-53522f4b0da7","previousSnapshotId":"924ad003-4474-4f94-9bed-8d91318b4571"}| Prompt volatility indexpublic-prompt-volatility-index | 131.6667index_points | derived | Aug 15, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 9presence_events | measured | Aug 15, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 83.3333percent | derived | Aug 15, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 0percentage_points | derived | Aug 15, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 66.6667percent | derived | Aug 15, 2026 | View source
|
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| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Aug 15, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Aug 15, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 6brands | measured | Aug 15, 2026 | View source
|
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| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Aug 15, 2026 | View source
|
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| Distinct citation URLspublic-prompt-citation-urls | 21urls | 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
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 21urls | measured | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 7brands | 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
|
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| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 14presence_events | measured | Jul 27, 2026 | View source
|
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| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 14presence_events | measured | Jul 27, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 53.3333percent | derived | Jul 27, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 53.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 7brands | measured | 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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