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Loading the latest published snapshot and its supporting evidence.
Loading the latest published snapshot and its supporting evidence.
Public commercial 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 | 88.89 percentderived |
| public_prompt_insightsDistinct citation URLs | 15 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 3 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 | 4 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 0 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 0 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 0 booleanderived |
| public_prompt_volatilityPrompt volatility index | 0 index_pointsderived |
Every currently published position, as of Sep 7, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #3 | AI Visibility · In-house SEO/AEO Lead Prompt Brand Leaders | 66.67 | 1 ranks gained | v2-parent-0445b5122b42e8cd | Explain AI Visibility · In-house SEO/AEO Lead Prompt Brand Leaders rank → |
| #6 | AI Visibility · In-house SEO/AEO Lead Engine Disagreement by Prompt | 88.89 | 1 ranks lost | 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 | 4 | 0% | — |
| public prompt citation urls | 15 | 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. Compare specialist answer-engine optimization tools with SEO suites that add AI visibility tracking., 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 | 3brands | measured | Sep 7, 2026 | View source
|
| Distinct citation URLspublic-prompt-citation-urls | 15urls | measured | Sep 7, 2026 | View source
|
| #4 | AI Visibility · In-house SEO/AEO Lead Prompt Citation Opportunities | 33.33 | 2 ranks lost | v2-parent-0445b5122b42e8cd | Explain AI Visibility · In-house SEO/AEO Lead Prompt Citation Opportunities rank → |
|---|
| #12 | AI Visibility · In-house SEO/AEO Lead Prompt Volatility | 0 | 3 ranks lost | v1-parent-0445b5122b42e8cd | Explain AI Visibility · In-house SEO/AEO Lead Prompt Volatility rank → |
|---|
| 88.888889 |
| 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% | — |
|---|
{"promptSlug":"specialist-aeo-vs-seo-suite","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["922a9e4c-c113-48dd-ac26-1ac97be40cba","0b6aa80b-9415-430b-991d-c671b189d23c","58ee7ee4-b3c8-41f8-a403-d5f20eb0c5e8"],"parentSnapshotId":"e287c8dc-218e-44af-8424-e25c611c2a1f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"specialist-aeo-vs-seo-suite","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["922a9e4c-c113-48dd-ac26-1ac97be40cba","0b6aa80b-9415-430b-991d-c671b189d23c","58ee7ee4-b3c8-41f8-a403-d5f20eb0c5e8"],"parentSnapshotId":"e287c8dc-218e-44af-8424-e25c611c2a1f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"specialist-aeo-vs-seo-suite","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["922a9e4c-c113-48dd-ac26-1ac97be40cba","0b6aa80b-9415-430b-991d-c671b189d23c","58ee7ee4-b3c8-41f8-a403-d5f20eb0c5e8"],"parentSnapshotId":"e287c8dc-218e-44af-8424-e25c611c2a1f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"specialist-aeo-vs-seo-suite","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["922a9e4c-c113-48dd-ac26-1ac97be40cba","0b6aa80b-9415-430b-991d-c671b189d23c","58ee7ee4-b3c8-41f8-a403-d5f20eb0c5e8"],"parentSnapshotId":"e287c8dc-218e-44af-8424-e25c611c2a1f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"specialist-aeo-vs-seo-suite","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["922a9e4c-c113-48dd-ac26-1ac97be40cba","0b6aa80b-9415-430b-991d-c671b189d23c","58ee7ee4-b3c8-41f8-a403-d5f20eb0c5e8"],"parentSnapshotId":"e287c8dc-218e-44af-8424-e25c611c2a1f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"specialist-aeo-vs-seo-suite","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["922a9e4c-c113-48dd-ac26-1ac97be40cba","0b6aa80b-9415-430b-991d-c671b189d23c","58ee7ee4-b3c8-41f8-a403-d5f20eb0c5e8"],"parentSnapshotId":"e287c8dc-218e-44af-8424-e25c611c2a1f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"specialist-aeo-vs-seo-suite","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["922a9e4c-c113-48dd-ac26-1ac97be40cba","0b6aa80b-9415-430b-991d-c671b189d23c","58ee7ee4-b3c8-41f8-a403-d5f20eb0c5e8"],"parentSnapshotId":"e287c8dc-218e-44af-8424-e25c611c2a1f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"specialist-aeo-vs-seo-suite","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["922a9e4c-c113-48dd-ac26-1ac97be40cba","0b6aa80b-9415-430b-991d-c671b189d23c","58ee7ee4-b3c8-41f8-a403-d5f20eb0c5e8"],"parentSnapshotId":"e287c8dc-218e-44af-8424-e25c611c2a1f","providerMatrixVersion":"64232fd32583"}| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 4presence_events | measured | Sep 7, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 0percentage_points | derived | Sep 7, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 88.8889percent | 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
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 0boolean | 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
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 0index_points | derived | Sep 7, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Sep 7, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 0percentage_points | derived | Sep 7, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 3brands | measured | Jul 30, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | 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
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 23.3333percentage_points | derived | Jul 30, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Jul 30, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 28.3333index_points | derived | Jul 30, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | derived | Jul 30, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 13urls | measured | Jul 30, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 4presence_events | measured | Jul 30, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 0boolean | derived | Jul 30, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 88.8889percent | derived | Jul 30, 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
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 20urls | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 65.5556percent | derived | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 10presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 6brands | measured | Jul 27, 2026 | View source
|
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