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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 AI Visibility Platforms 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 | 14 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 | 47.22 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 0 booleanderived |
| public_prompt_volatilityPrompt volatility index | 40.28 index_pointsderived |
Every currently published position, as of Aug 3, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #1 | AI Visibility Platforms Prompt Brand Leaders | 66.67 | 1 ranks gained | v2-parent-aeaa87829ffde373 | Explain AI Visibility Platforms Prompt Brand Leaders rank → |
| #2 | AI Visibility Platforms Engine Disagreement by Prompt | 91.67 | 7 ranks gained | v2-parent-aeaa87829ffde373 | Explain AI Visibility Platforms Engine Disagreement by Prompt rank → |
| #7 | AI Visibility Platforms Prompt Citation Opportunities | 0 | 1 |
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 3, 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 | 14 | 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 Which software is best for comparing competitor share of voice across answer engines?, all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Aug 3, 2026 | View source
|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 4brands | measured | Aug 3, 2026 | View source
|
| v2-parent-aeaa87829ffde373 |
| Explain AI Visibility Platforms Prompt Citation Opportunities rank → |
| #8 | AI Visibility Platforms Prompt Volatility | 40.28 | — | v1-parent-aeaa87829ffde373 | Explain AI Visibility Platforms Prompt Volatility rank → |
|---|
| public prompt leading brand owned citation coverage |
|---|
| 66.666667 |
| 0% |
| — |
| public prompt leading brand owned citation gap | 0 | 0% | — |
|---|
{"promptSlug":"answer-engine-share-of-voice","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["0440a443-ed80-4d83-ab8b-6ca71d20228f","cbe8b899-5c93-4877-a833-cfd2a18f9d34","d5205fba-2334-4394-900d-7c5fcb64db9b"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}{"promptSlug":"answer-engine-share-of-voice","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["0440a443-ed80-4d83-ab8b-6ca71d20228f","cbe8b899-5c93-4877-a833-cfd2a18f9d34","d5205fba-2334-4394-900d-7c5fcb64db9b"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}{"promptSlug":"answer-engine-share-of-voice","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["0440a443-ed80-4d83-ab8b-6ca71d20228f","cbe8b899-5c93-4877-a833-cfd2a18f9d34","d5205fba-2334-4394-900d-7c5fcb64db9b"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}{"promptSlug":"answer-engine-share-of-voice","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["0440a443-ed80-4d83-ab8b-6ca71d20228f","cbe8b899-5c93-4877-a833-cfd2a18f9d34","d5205fba-2334-4394-900d-7c5fcb64db9b"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}{"promptSlug":"answer-engine-share-of-voice","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["0440a443-ed80-4d83-ab8b-6ca71d20228f","cbe8b899-5c93-4877-a833-cfd2a18f9d34","d5205fba-2334-4394-900d-7c5fcb64db9b"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}{"promptSlug":"answer-engine-share-of-voice","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["0440a443-ed80-4d83-ab8b-6ca71d20228f","cbe8b899-5c93-4877-a833-cfd2a18f9d34","d5205fba-2334-4394-900d-7c5fcb64db9b"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}{"promptSlug":"answer-engine-share-of-voice","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["0440a443-ed80-4d83-ab8b-6ca71d20228f","cbe8b899-5c93-4877-a833-cfd2a18f9d34","d5205fba-2334-4394-900d-7c5fcb64db9b"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}{"promptSlug":"answer-engine-share-of-voice","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["0440a443-ed80-4d83-ab8b-6ca71d20228f","cbe8b899-5c93-4877-a833-cfd2a18f9d34","d5205fba-2334-4394-900d-7c5fcb64db9b"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}| Distinct citation URLspublic-prompt-citation-urls | 14urls | measured | Aug 3, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 91.6667percent | derived | Aug 3, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 0percentage_points | derived | Aug 3, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Aug 3, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 40.2778index_points | derived | Aug 3, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 5presence_events | measured | Aug 3, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 66.6667percent | derived | Aug 3, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 0boolean | derived | Aug 3, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 47.2222percentage_points | derived | Aug 3, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 5presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 3brands | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 66.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 5presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 44.4444percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 44.4444percent | derived | 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
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 3brands | measured | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 16urls | measured | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 16urls | measured | Jul 27, 2026 | View source
|
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