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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 | 93.33 percentderived |
| public_prompt_insightsDistinct citation URLs | 12 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 5 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 | 6 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 33.33 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 60 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 0 booleanderived |
| public_prompt_volatilityPrompt volatility index | 46.67 index_pointsderived |
Every currently published position, as of Sep 7, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #1 | AI Visibility · In-house SEO/AEO Lead Prompt Brand Leaders | 66.67 | — | v2-parent-0445b5122b42e8cd | Explain AI Visibility · In-house SEO/AEO Lead Prompt Brand Leaders rank → |
| #4 | AI Visibility · In-house SEO/AEO Lead Engine Disagreement by Prompt | 93.33 | 7 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 | 6 | 0% | — |
| public prompt citation urls | 12 | 0% | — |
| public prompt distinct reviewed brands | 5 | 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. Which AI visibility platform best fits this buyer's workflow, reporting, and account-management needs?, 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 | 0boolean | derived | Sep 7, 2026 | View source
|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | derived | Sep 7, 2026 | View source
|
| #3 |
| AI Visibility · In-house SEO/AEO Lead Prompt Citation Opportunities |
|---|
| 33.33 |
| 2 ranks gained |
| v2-parent-0445b5122b42e8cd |
| Explain AI Visibility · In-house SEO/AEO Lead Prompt Citation Opportunities rank → |
| #8 | AI Visibility · In-house SEO/AEO Lead Prompt Volatility | 46.67 | 2 ranks gained | v1-parent-0445b5122b42e8cd | Explain AI Visibility · In-house SEO/AEO Lead Prompt Volatility rank → |
|---|
| 93.333333 |
| 0% |
| — |
| 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% | — |
|---|
No component moved since the prior snapshot.
{"promptSlug":"agency-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["80ee0f3c-0781-483c-8682-7e3c630511ae","aa0be9f9-03b1-4005-9029-3d74c9636bc5","90f7dde3-9826-4910-adca-0c49e0e09376"],"parentSnapshotId":"e287c8dc-218e-44af-8424-e25c611c2a1f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"agency-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["80ee0f3c-0781-483c-8682-7e3c630511ae","aa0be9f9-03b1-4005-9029-3d74c9636bc5","90f7dde3-9826-4910-adca-0c49e0e09376"],"parentSnapshotId":"e287c8dc-218e-44af-8424-e25c611c2a1f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"agency-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["80ee0f3c-0781-483c-8682-7e3c630511ae","aa0be9f9-03b1-4005-9029-3d74c9636bc5","90f7dde3-9826-4910-adca-0c49e0e09376"],"parentSnapshotId":"e287c8dc-218e-44af-8424-e25c611c2a1f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"agency-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["80ee0f3c-0781-483c-8682-7e3c630511ae","aa0be9f9-03b1-4005-9029-3d74c9636bc5","90f7dde3-9826-4910-adca-0c49e0e09376"],"parentSnapshotId":"e287c8dc-218e-44af-8424-e25c611c2a1f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"agency-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["80ee0f3c-0781-483c-8682-7e3c630511ae","aa0be9f9-03b1-4005-9029-3d74c9636bc5","90f7dde3-9826-4910-adca-0c49e0e09376"],"parentSnapshotId":"e287c8dc-218e-44af-8424-e25c611c2a1f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"agency-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["80ee0f3c-0781-483c-8682-7e3c630511ae","aa0be9f9-03b1-4005-9029-3d74c9636bc5","90f7dde3-9826-4910-adca-0c49e0e09376"],"parentSnapshotId":"e287c8dc-218e-44af-8424-e25c611c2a1f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"agency-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["80ee0f3c-0781-483c-8682-7e3c630511ae","aa0be9f9-03b1-4005-9029-3d74c9636bc5","90f7dde3-9826-4910-adca-0c49e0e09376"],"parentSnapshotId":"e287c8dc-218e-44af-8424-e25c611c2a1f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"agency-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["80ee0f3c-0781-483c-8682-7e3c630511ae","aa0be9f9-03b1-4005-9029-3d74c9636bc5","90f7dde3-9826-4910-adca-0c49e0e09376"],"parentSnapshotId":"e287c8dc-218e-44af-8424-e25c611c2a1f","providerMatrixVersion":"64232fd32583"}| Prompt volatility indexpublic-prompt-volatility-index | 46.6667index_points | derived | Sep 7, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 5brands | measured | Sep 7, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Sep 7, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Sep 7, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 60percentage_points | derived | Sep 7, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 93.3333percent | derived | Sep 7, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 6presence_events | measured | Sep 7, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 12urls | measured | 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
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 12.5index_points | derived | Jul 30, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 0boolean | derived | Jul 30, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 0percentage_points | derived | Jul 30, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 25percentage_points | derived | Jul 30, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 2brands | measured | Jul 30, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 14urls | measured | Jul 30, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 30, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 33.3333percent | derived | Jul 30, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 4presence_events | measured | Jul 30, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 66.6667percent | derived | 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
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 4brands | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 21urls | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 7presence_events | measured | 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
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 58.3333percent | derived | Jul 27, 2026 | View source
|
|---|