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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 · In-house SEO/AEO Lead 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 | 12 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 3 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 | 3 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 0 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 33.33 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 1 booleanderived |
| public_prompt_volatilityPrompt volatility index | 116.67 index_pointsderived |
Every currently published position, as of Sep 7, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #8 | AI Visibility · In-house SEO/AEO Lead Prompt Brand Leaders | 33.33 | 1 ranks gained | v2-parent-0445b5122b42e8cd | Explain AI Visibility · In-house SEO/AEO Lead Prompt Brand Leaders rank → |
| #2 | AI Visibility · In-house SEO/AEO Lead Engine Disagreement by Prompt | 100 | 6 ranks gained | v2-parent-0445b5122b42e8cd | Explain AI Visibility · In-house SEO/AEO Lead 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 7, 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 | 12 | 0% | — |
| public prompt distinct reviewed brands | 3 | 0% | — |
| public prompt engine disagreement |
29 published observations for Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. What is the best tool for analyzing the citations and sources that influence AI search responses?, 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 changedpublic-prompt-winner-changed | 1boolean | derived | Sep 7, 2026 | View source
|
| Prompt volatility indexpublic-prompt-volatility-index | 116.6667index_points | derived | Sep 7, 2026 | View source
|
| #6 | AI Visibility · In-house SEO/AEO Lead Prompt Citation Opportunities | 33.33 | — | v2-parent-0445b5122b42e8cd | Explain AI Visibility · In-house SEO/AEO Lead Prompt Citation Opportunities rank → |
|---|
| #5 | AI Visibility · In-house SEO/AEO Lead Prompt Volatility | 116.67 | 4 ranks lost | v1-parent-0445b5122b42e8cd | Explain AI Visibility · In-house SEO/AEO Lead Prompt Volatility rank → |
|---|
| 100 |
| 0% |
| — |
| 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":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["9b5240cb-e8df-4871-98f1-81253557bfdb","5cc2a740-d888-4c03-a9c6-b93bfdac7749","5bf0742e-0852-4e85-a265-58b5bb532112"],"parentSnapshotId":"e287c8dc-218e-44af-8424-e25c611c2a1f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["9b5240cb-e8df-4871-98f1-81253557bfdb","5cc2a740-d888-4c03-a9c6-b93bfdac7749","5bf0742e-0852-4e85-a265-58b5bb532112"],"parentSnapshotId":"e287c8dc-218e-44af-8424-e25c611c2a1f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["9b5240cb-e8df-4871-98f1-81253557bfdb","5cc2a740-d888-4c03-a9c6-b93bfdac7749","5bf0742e-0852-4e85-a265-58b5bb532112"],"parentSnapshotId":"e287c8dc-218e-44af-8424-e25c611c2a1f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["9b5240cb-e8df-4871-98f1-81253557bfdb","5cc2a740-d888-4c03-a9c6-b93bfdac7749","5bf0742e-0852-4e85-a265-58b5bb532112"],"parentSnapshotId":"e287c8dc-218e-44af-8424-e25c611c2a1f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["9b5240cb-e8df-4871-98f1-81253557bfdb","5cc2a740-d888-4c03-a9c6-b93bfdac7749","5bf0742e-0852-4e85-a265-58b5bb532112"],"parentSnapshotId":"e287c8dc-218e-44af-8424-e25c611c2a1f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["9b5240cb-e8df-4871-98f1-81253557bfdb","5cc2a740-d888-4c03-a9c6-b93bfdac7749","5bf0742e-0852-4e85-a265-58b5bb532112"],"parentSnapshotId":"e287c8dc-218e-44af-8424-e25c611c2a1f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["9b5240cb-e8df-4871-98f1-81253557bfdb","5cc2a740-d888-4c03-a9c6-b93bfdac7749","5bf0742e-0852-4e85-a265-58b5bb532112"],"parentSnapshotId":"e287c8dc-218e-44af-8424-e25c611c2a1f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-answer-citation-analysis","currentSnapshotId":"e3e0c940-4bbd-4f03-adaf-96a0a07b6b4e","previousSnapshotId":"9e49e6a9-b7a3-4dec-a27c-07051497ddd9"}| Distinct citation URLspublic-prompt-citation-urls | 12urls | measured | Sep 7, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 3presence_events | measured | Sep 7, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Sep 7, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 3brands | measured | Sep 7, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 100percent | derived | Sep 7, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 33.3333percentage_points | derived | Sep 7, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 0percentage_points | derived | Sep 7, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 33.3333percentage_points | derived | Sep 7, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Sep 7, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 13.3333percentage_points | derived | Jul 30, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 3presence_events | measured | Jul 30, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 33.3333percentage_points | derived | Jul 30, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Jul 30, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | derived | Jul 30, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 66.6667percentage_points | derived | Jul 30, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Jul 30, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 140index_points | derived | Jul 30, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 12urls | measured | Jul 30, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Jul 30, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 3brands | measured | Jul 30, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 11presence_events | 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 owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 66.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 53.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 5brands | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 23urls | measured | Jul 27, 2026 | View source
|
|---|