Loading company intelligence…
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 | 100 percentderived |
| public_prompt_insightsDistinct citation URLs | 10 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 2 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 33.33 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 33.33 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 0 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 2 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 0 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 0 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 1 booleanderived |
| public_prompt_volatilityPrompt volatility index | 100 index_pointsderived |
Every currently published position, as of Aug 15, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #11 | BI & Analytics Prompt Brand Leaders | 33.33 | 3 ranks gained | v2-parent-c049e0aee9612d83 | Explain BI & Analytics Prompt Brand Leaders rank → |
| #2 | BI & Analytics Engine Disagreement by Prompt | 100 | 1 ranks lost | v2-parent-c049e0aee9612d83 | Explain BI & Analytics Engine Disagreement by Prompt rank → |
| #13 | BI & Analytics Prompt Citation Opportunities | 0 | — | 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 | 2 | 0% | — |
| public prompt citation urls | 10 | 0% | — |
| public prompt distinct reviewed brands | 2 | 0% | — |
| public prompt engine disagreement | 100 | 0% | — |
| public prompt leading brand consensus | 33.333333 | 100% | 33.333 |
23 published observations for Which analytics platforms are best for developer workflows, version control, APIs, reusable models, and analytics as code?, all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 0percentage_points | derived | Aug 15, 2026 | View source
|
| Prompt volatility indexpublic-prompt-volatility-index | 100index_points | derived | Aug 15, 2026 | View source
|
| Explain BI & Analytics Prompt Citation Opportunities rank → |
| #11 | BI & Analytics Prompt Volatility | 100 | — | 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 | 0 | 0% | — |
|---|
{"promptSlug":"developer-friendly-bi","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["a3f5d64d-e9d2-4cf8-a964-1bc33f7a493a","6b1567ea-aad3-43bb-b53c-889ab2ba0ef1","240210a8-c9cf-4619-86e3-9afe406b25ad"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}{"promptSlug":"developer-friendly-bi","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["a3f5d64d-e9d2-4cf8-a964-1bc33f7a493a","6b1567ea-aad3-43bb-b53c-889ab2ba0ef1","240210a8-c9cf-4619-86e3-9afe406b25ad"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}{"promptSlug":"developer-friendly-bi","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["a3f5d64d-e9d2-4cf8-a964-1bc33f7a493a","6b1567ea-aad3-43bb-b53c-889ab2ba0ef1","240210a8-c9cf-4619-86e3-9afe406b25ad"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}{"promptSlug":"developer-friendly-bi","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["a3f5d64d-e9d2-4cf8-a964-1bc33f7a493a","6b1567ea-aad3-43bb-b53c-889ab2ba0ef1","240210a8-c9cf-4619-86e3-9afe406b25ad"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}{"promptSlug":"developer-friendly-bi","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["a3f5d64d-e9d2-4cf8-a964-1bc33f7a493a","6b1567ea-aad3-43bb-b53c-889ab2ba0ef1","240210a8-c9cf-4619-86e3-9afe406b25ad"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}{"promptSlug":"developer-friendly-bi","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["a3f5d64d-e9d2-4cf8-a964-1bc33f7a493a","6b1567ea-aad3-43bb-b53c-889ab2ba0ef1","240210a8-c9cf-4619-86e3-9afe406b25ad"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}{"promptSlug":"developer-friendly-bi","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["a3f5d64d-e9d2-4cf8-a964-1bc33f7a493a","6b1567ea-aad3-43bb-b53c-889ab2ba0ef1","240210a8-c9cf-4619-86e3-9afe406b25ad"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}{"promptSlug":"developer-friendly-bi","currentSnapshotId":"3c3a21ae-8e87-4da2-b223-53522f4b0da7","previousSnapshotId":"924ad003-4474-4f94-9bed-8d91318b4571"}| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 0percentage_points | derived | Aug 15, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 0percentage_points | 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
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 100percent | derived | Aug 15, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 2presence_events | measured | Aug 15, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 2brands | measured | Aug 15, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 10urls | measured | Aug 15, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Aug 15, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Aug 15, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 21urls | measured | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 2brands | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 2presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 2presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 2brands | 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
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 100percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 21urls | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 100percent | derived | Jul 27, 2026 | View source
|
|---|