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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 · United States 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 | 13 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 2 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 66.67 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 33.33 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 33.33 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 3 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 33.33 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 83.33 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 1 booleanderived |
| public_prompt_volatilityPrompt volatility index | 158.33 index_pointsderived |
Every currently published position, as of Sep 2, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #4 | AI Visibility · United States Prompt Brand Leaders | 66.67 | 2 ranks gained | v2-parent-73b7abc3dc66670c | Explain AI Visibility · United States Prompt Brand Leaders rank → |
| #7 | AI Visibility · United States Engine Disagreement by Prompt | 83.33 | 5 ranks gained | v2-parent-73b7abc3dc66670c | Explain AI Visibility · United States Engine Disagreement by Prompt rank → |
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 Sep 2, 2026, 12:00 AM UTC
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 3 | 0% | — |
| public prompt citation urls | 13 | 0% | — |
| public prompt distinct reviewed brands | 2 | 0% | — |
| public prompt engine disagreement | 83.333333 | 0% | — |
18 published observations for Assume the buyer is evaluating vendors for the United States market and answer within that explicit regional context. 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 |
|---|---|---|---|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 2brands | measured | Sep 2, 2026 | View source
|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | derived | Sep 2, 2026 | View source
|
| #3 |
| AI Visibility · United States Prompt Citation Opportunities |
|---|
| 33.33 |
| 3 ranks gained |
| v2-parent-73b7abc3dc66670c |
| Explain AI Visibility · United States Prompt Citation Opportunities rank → |
| #3 | AI Visibility · United States Prompt Volatility | 158.33 | — | v1-parent-73b7abc3dc66670c | Explain AI Visibility · United States Prompt Volatility rank → |
|---|
| public prompt leading brand consensus | 66.666667 | 100% | 66.667 |
|---|
| public prompt leading brand owned citation coverage | 33.333333 | 0% | — |
|---|
| public prompt leading brand owned citation gap | 33.333334 | 0% | — |
|---|
{"promptSlug":"answer-engine-share-of-voice","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["9d26671f-e499-4cc1-aada-b3fbcee7f0b2","405d8b13-299b-4faa-8adf-bd8a3e30367a","eee6d6fd-cc3f-4097-880e-1856ac9a5e98"],"parentSnapshotId":"56d9c366-0f06-4221-a11d-ac5831a154c2","providerMatrixVersion":"64232fd32583"}{"promptSlug":"answer-engine-share-of-voice","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["9d26671f-e499-4cc1-aada-b3fbcee7f0b2","405d8b13-299b-4faa-8adf-bd8a3e30367a","eee6d6fd-cc3f-4097-880e-1856ac9a5e98"],"parentSnapshotId":"56d9c366-0f06-4221-a11d-ac5831a154c2","providerMatrixVersion":"64232fd32583"}{"promptSlug":"answer-engine-share-of-voice","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["9d26671f-e499-4cc1-aada-b3fbcee7f0b2","405d8b13-299b-4faa-8adf-bd8a3e30367a","eee6d6fd-cc3f-4097-880e-1856ac9a5e98"],"parentSnapshotId":"56d9c366-0f06-4221-a11d-ac5831a154c2","providerMatrixVersion":"64232fd32583"}{"promptSlug":"answer-engine-share-of-voice","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["9d26671f-e499-4cc1-aada-b3fbcee7f0b2","405d8b13-299b-4faa-8adf-bd8a3e30367a","eee6d6fd-cc3f-4097-880e-1856ac9a5e98"],"parentSnapshotId":"56d9c366-0f06-4221-a11d-ac5831a154c2","providerMatrixVersion":"64232fd32583"}{"promptSlug":"answer-engine-share-of-voice","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["9d26671f-e499-4cc1-aada-b3fbcee7f0b2","405d8b13-299b-4faa-8adf-bd8a3e30367a","eee6d6fd-cc3f-4097-880e-1856ac9a5e98"],"parentSnapshotId":"56d9c366-0f06-4221-a11d-ac5831a154c2","providerMatrixVersion":"64232fd32583"}{"promptSlug":"answer-engine-share-of-voice","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["9d26671f-e499-4cc1-aada-b3fbcee7f0b2","405d8b13-299b-4faa-8adf-bd8a3e30367a","eee6d6fd-cc3f-4097-880e-1856ac9a5e98"],"parentSnapshotId":"56d9c366-0f06-4221-a11d-ac5831a154c2","providerMatrixVersion":"64232fd32583"}{"promptSlug":"answer-engine-share-of-voice","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["9d26671f-e499-4cc1-aada-b3fbcee7f0b2","405d8b13-299b-4faa-8adf-bd8a3e30367a","eee6d6fd-cc3f-4097-880e-1856ac9a5e98"],"parentSnapshotId":"56d9c366-0f06-4221-a11d-ac5831a154c2","providerMatrixVersion":"64232fd32583"}{"promptSlug":"answer-engine-share-of-voice","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["9d26671f-e499-4cc1-aada-b3fbcee7f0b2","405d8b13-299b-4faa-8adf-bd8a3e30367a","eee6d6fd-cc3f-4097-880e-1856ac9a5e98"],"parentSnapshotId":"56d9c366-0f06-4221-a11d-ac5831a154c2","providerMatrixVersion":"64232fd32583"}| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Sep 2, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 33.3333percentage_points | derived | Sep 2, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 158.3333index_points | derived | Sep 2, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Sep 2, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Sep 2, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 83.3333percent | derived | Sep 2, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 3presence_events | measured | Sep 2, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 13urls | measured | Sep 2, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 83.3333percentage_points | derived | Sep 2, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 6presence_events | 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
|
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| Distinct citation URLspublic-prompt-citation-urls | 11urls | measured | Jul 27, 2026 | View source
|
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 2brands | measured | Jul 27, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 0percent | 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
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
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