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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 | 100 percentderived |
| public_prompt_insightsDistinct citation URLs | 8 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 | 0 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 33.33 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 2 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 66.67 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 66.67 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 1 booleanderived |
| public_prompt_volatilityPrompt volatility index | 166.67 index_pointsderived |
Every currently published position, as of Sep 2, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #8 | AI Visibility · United States Prompt Brand Leaders | 33.33 | 3 ranks lost | v2-parent-73b7abc3dc66670c | Explain AI Visibility · United States Prompt Brand Leaders rank → |
| #3 | AI Visibility · United States Engine Disagreement by Prompt | 100 | 8 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 | 2 | 0% | — |
| public prompt citation urls | 8 | 0% | — |
| public prompt distinct reviewed brands | 2 | 0% | — |
| public prompt engine disagreement | 100 | 0% |
18 published observations for Assume the buyer is evaluating vendors for the United States market and answer within that explicit regional context. Recommend a platform that combines traditional SEO workflows with generative-search visibility., 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 | 33.3333percentage_points | derived | Sep 2, 2026 | View source
|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Sep 2, 2026 | View source
|
| #5 |
| AI Visibility · United States Prompt Citation Opportunities |
|---|
| 33.33 |
| 2 ranks lost |
| v2-parent-73b7abc3dc66670c |
| Explain AI Visibility · United States Prompt Citation Opportunities rank → |
| #1 | AI Visibility · United States Prompt Volatility | 166.67 | — | v1-parent-73b7abc3dc66670c | Explain AI Visibility · United States Prompt Volatility rank → |
|---|
| — |
| public prompt leading brand consensus | 33.333333 | 100% | 33.333 |
|---|
| public prompt leading brand owned citation coverage | 0 | 0% | — |
|---|
| public prompt leading brand owned citation gap | 33.333333 | 0% | — |
|---|
{"promptSlug":"combined-seo-ai-visibility","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["29534aff-925a-40ed-91b8-49a593f5cea4","47da05f1-bda6-430e-8951-3cfff3fc417f","7b579648-f21d-474c-baf0-0636cf4b7f10"],"parentSnapshotId":"56d9c366-0f06-4221-a11d-ac5831a154c2","providerMatrixVersion":"64232fd32583"}{"promptSlug":"combined-seo-ai-visibility","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["29534aff-925a-40ed-91b8-49a593f5cea4","47da05f1-bda6-430e-8951-3cfff3fc417f","7b579648-f21d-474c-baf0-0636cf4b7f10"],"parentSnapshotId":"56d9c366-0f06-4221-a11d-ac5831a154c2","providerMatrixVersion":"64232fd32583"}{"promptSlug":"combined-seo-ai-visibility","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["29534aff-925a-40ed-91b8-49a593f5cea4","47da05f1-bda6-430e-8951-3cfff3fc417f","7b579648-f21d-474c-baf0-0636cf4b7f10"],"parentSnapshotId":"56d9c366-0f06-4221-a11d-ac5831a154c2","providerMatrixVersion":"64232fd32583"}{"promptSlug":"combined-seo-ai-visibility","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["29534aff-925a-40ed-91b8-49a593f5cea4","47da05f1-bda6-430e-8951-3cfff3fc417f","7b579648-f21d-474c-baf0-0636cf4b7f10"],"parentSnapshotId":"56d9c366-0f06-4221-a11d-ac5831a154c2","providerMatrixVersion":"64232fd32583"}{"promptSlug":"combined-seo-ai-visibility","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["29534aff-925a-40ed-91b8-49a593f5cea4","47da05f1-bda6-430e-8951-3cfff3fc417f","7b579648-f21d-474c-baf0-0636cf4b7f10"],"parentSnapshotId":"56d9c366-0f06-4221-a11d-ac5831a154c2","providerMatrixVersion":"64232fd32583"}{"promptSlug":"combined-seo-ai-visibility","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["29534aff-925a-40ed-91b8-49a593f5cea4","47da05f1-bda6-430e-8951-3cfff3fc417f","7b579648-f21d-474c-baf0-0636cf4b7f10"],"parentSnapshotId":"56d9c366-0f06-4221-a11d-ac5831a154c2","providerMatrixVersion":"64232fd32583"}{"promptSlug":"combined-seo-ai-visibility","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["29534aff-925a-40ed-91b8-49a593f5cea4","47da05f1-bda6-430e-8951-3cfff3fc417f","7b579648-f21d-474c-baf0-0636cf4b7f10"],"parentSnapshotId":"56d9c366-0f06-4221-a11d-ac5831a154c2","providerMatrixVersion":"64232fd32583"}{"promptSlug":"combined-seo-ai-visibility","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["29534aff-925a-40ed-91b8-49a593f5cea4","47da05f1-bda6-430e-8951-3cfff3fc417f","7b579648-f21d-474c-baf0-0636cf4b7f10"],"parentSnapshotId":"56d9c366-0f06-4221-a11d-ac5831a154c2","providerMatrixVersion":"64232fd32583"}| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 100percent | derived | Sep 2, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 166.6667index_points | derived | Sep 2, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Sep 2, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Sep 2, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 2brands | measured | Sep 2, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 8urls | measured | Sep 2, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 2presence_events | measured | Sep 2, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 66.6667percentage_points | derived | Sep 2, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 66.6667percentage_points | derived | Sep 2, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 4presence_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 owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 66.6667percentage_points | derived | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 2brands | measured | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 12urls | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 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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