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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 · Agency Owner 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 | 13 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 6 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 | 6 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 8, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #5 | AI Visibility · Agency Owner Prompt Brand Leaders | 33.33 | 6 ranks gained | v2-parent-b5955dacfab0d771 | Explain AI Visibility · Agency Owner Prompt Brand Leaders rank → |
| #1 | AI Visibility · Agency Owner Engine Disagreement by Prompt | 100 | 10 ranks gained | v2-parent-b5955dacfab0d771 | Explain AI Visibility · Agency Owner 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 8, 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 | 13 | 0% | — |
| public prompt distinct reviewed brands | 6 | 0% | — |
| public prompt engine disagreement | 100 |
29 published observations for Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. 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 8, 2026 | View source
|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 0percentage_points | derived | Sep 8, 2026 | View source
|
| #4 |
| AI Visibility · Agency Owner Prompt Citation Opportunities |
|---|
| 33.33 |
| 7 ranks gained |
| v2-parent-b5955dacfab0d771 |
| Explain AI Visibility · Agency Owner Prompt Citation Opportunities rank → |
| #4 | AI Visibility · Agency Owner Prompt Volatility | 116.67 | — | v1-parent-b5955dacfab0d771 | Explain AI Visibility · Agency Owner Prompt Volatility rank → |
|---|
| 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-agency-owner-2026-07-27","runArtifactIds":["2df2042d-29fe-43a2-825c-2cd144b48442","4dba5007-3edc-44a9-90c8-16a01a5a4ad9","6f714498-a79e-4da5-9a15-54b0a83851b3"],"parentSnapshotId":"5e53f32d-866f-44bf-a03a-0799d891ca29","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["2df2042d-29fe-43a2-825c-2cd144b48442","4dba5007-3edc-44a9-90c8-16a01a5a4ad9","6f714498-a79e-4da5-9a15-54b0a83851b3"],"parentSnapshotId":"5e53f32d-866f-44bf-a03a-0799d891ca29","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["2df2042d-29fe-43a2-825c-2cd144b48442","4dba5007-3edc-44a9-90c8-16a01a5a4ad9","6f714498-a79e-4da5-9a15-54b0a83851b3"],"parentSnapshotId":"5e53f32d-866f-44bf-a03a-0799d891ca29","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["2df2042d-29fe-43a2-825c-2cd144b48442","4dba5007-3edc-44a9-90c8-16a01a5a4ad9","6f714498-a79e-4da5-9a15-54b0a83851b3"],"parentSnapshotId":"5e53f32d-866f-44bf-a03a-0799d891ca29","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["2df2042d-29fe-43a2-825c-2cd144b48442","4dba5007-3edc-44a9-90c8-16a01a5a4ad9","6f714498-a79e-4da5-9a15-54b0a83851b3"],"parentSnapshotId":"5e53f32d-866f-44bf-a03a-0799d891ca29","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["2df2042d-29fe-43a2-825c-2cd144b48442","4dba5007-3edc-44a9-90c8-16a01a5a4ad9","6f714498-a79e-4da5-9a15-54b0a83851b3"],"parentSnapshotId":"5e53f32d-866f-44bf-a03a-0799d891ca29","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["2df2042d-29fe-43a2-825c-2cd144b48442","4dba5007-3edc-44a9-90c8-16a01a5a4ad9","6f714498-a79e-4da5-9a15-54b0a83851b3"],"parentSnapshotId":"5e53f32d-866f-44bf-a03a-0799d891ca29","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-answer-citation-analysis","currentSnapshotId":"7fed958e-2ed2-49ab-9821-df2b59028d76","previousSnapshotId":"06f49d71-8cd6-4775-80b9-3d4903f97fc4"}| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 100percent | derived | Sep 8, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 33.3333percentage_points | derived | Sep 8, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 13urls | measured | Sep 8, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Sep 8, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 33.3333percentage_points | derived | Sep 8, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Sep 8, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 6presence_events | measured | Sep 8, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 116.6667index_points | derived | Sep 8, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 6brands | measured | Sep 8, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Jul 31, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | derived | Jul 31, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 12urls | measured | Jul 31, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Jul 31, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | derived | Jul 31, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 0percentage_points | derived | Jul 31, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 1brands | measured | Jul 31, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 0percentage_points | derived | Jul 31, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 1presence_events | measured | Jul 31, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 116.6667index_points | derived | Jul 31, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 33.3333percentage_points | derived | Jul 31, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | 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
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 19urls | measured | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 4brands | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 100percent | derived | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 4presence_events | measured | Jul 27, 2026 | View source
|
|---|