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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 | 36.11 percentderived |
| public_prompt_insightsDistinct citation URLs | 18 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 6 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 100 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 33.33 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 66.67 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 13 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 0 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 2.78 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 0 booleanderived |
| public_prompt_volatilityPrompt volatility index | 1.39 index_pointsderived |
Every currently published position, as of Aug 15, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #1 | BI & Analytics Prompt Brand Leaders | 100 | 6 ranks gained | v2-parent-c049e0aee9612d83 | Explain BI & Analytics Prompt Brand Leaders rank → |
| #12 | BI & Analytics Engine Disagreement by Prompt | 36.11 | — | v2-parent-c049e0aee9612d83 | Explain BI & Analytics Engine Disagreement by Prompt rank → |
| #1 | BI & Analytics Prompt Citation Opportunities | 66.67 | 7 ranks gained | v2-parent-c049e0aee9612d83 |
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 | 13 | 0% | — |
| public prompt citation urls | 18 | 0% | — |
| public prompt distinct reviewed brands | 6 | 0% | — |
| public prompt engine disagreement | 36.111111 | 0% | — |
| public prompt leading brand consensus | 100 | 100% | 100 |
23 published observations for What analytics platform should a startup evaluate for fast setup, reasonable cost, embedded use, and low administration overhead?, 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 | 18urls | measured | Aug 15, 2026 | View source
|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 13presence_events | measured | Aug 15, 2026 | View source
|
| Explain BI & Analytics Prompt Citation Opportunities rank → |
| #15 | BI & Analytics Prompt Volatility | 1.39 | — | v1-parent-c049e0aee9612d83 | Explain BI & Analytics Prompt Volatility rank → |
|---|
| public prompt leading brand owned citation coverage |
|---|
| 33.333333 |
| 0% |
| — |
| public prompt leading brand owned citation gap | 66.666667 | 0% | — |
|---|
{"promptSlug":"bi-platform-startup","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["01fe40ff-076a-4a97-a691-213d403e1c00","3e2ab35b-b0a1-455b-a2d2-180256aa1e18","42efa23d-a6f1-44b7-b067-879f2eef233a"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}{"promptSlug":"bi-platform-startup","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["01fe40ff-076a-4a97-a691-213d403e1c00","3e2ab35b-b0a1-455b-a2d2-180256aa1e18","42efa23d-a6f1-44b7-b067-879f2eef233a"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}{"promptSlug":"bi-platform-startup","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["01fe40ff-076a-4a97-a691-213d403e1c00","3e2ab35b-b0a1-455b-a2d2-180256aa1e18","42efa23d-a6f1-44b7-b067-879f2eef233a"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}{"promptSlug":"bi-platform-startup","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["01fe40ff-076a-4a97-a691-213d403e1c00","3e2ab35b-b0a1-455b-a2d2-180256aa1e18","42efa23d-a6f1-44b7-b067-879f2eef233a"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}{"promptSlug":"bi-platform-startup","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["01fe40ff-076a-4a97-a691-213d403e1c00","3e2ab35b-b0a1-455b-a2d2-180256aa1e18","42efa23d-a6f1-44b7-b067-879f2eef233a"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}{"promptSlug":"bi-platform-startup","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["01fe40ff-076a-4a97-a691-213d403e1c00","3e2ab35b-b0a1-455b-a2d2-180256aa1e18","42efa23d-a6f1-44b7-b067-879f2eef233a"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}{"promptSlug":"bi-platform-startup","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["01fe40ff-076a-4a97-a691-213d403e1c00","3e2ab35b-b0a1-455b-a2d2-180256aa1e18","42efa23d-a6f1-44b7-b067-879f2eef233a"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}{"promptSlug":"bi-platform-startup","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["01fe40ff-076a-4a97-a691-213d403e1c00","3e2ab35b-b0a1-455b-a2d2-180256aa1e18","42efa23d-a6f1-44b7-b067-879f2eef233a"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}| Prompt volatility indexpublic-prompt-volatility-index | 1.3889index_points | derived | Aug 15, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 2.7778percentage_points | derived | Aug 15, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Aug 15, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 66.6667percentage_points | derived | Aug 15, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 36.1111percent | derived | Aug 15, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | 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 | 0boolean | derived | Aug 15, 2026 | View source
|
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| Absolute consensus changepublic-prompt-consensus-absolute-change | 0percentage_points | derived | Aug 15, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 8presence_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
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 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
|
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| Distinct citation URLspublic-prompt-citation-urls | 20urls | 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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| 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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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 38.8889percent | derived | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 8presence_events | measured | Jul 27, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 38.8889percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 20urls | measured | Jul 27, 2026 | View source
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