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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 Platforms 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 | 83.33 percentderived |
| public_prompt_insightsDistinct citation URLs | 9 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 2 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 66.67 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 0 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 66.67 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 3 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 0 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 5.56 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 1 booleanderived |
| public_prompt_volatilityPrompt volatility index | 102.78 index_pointsderived |
Every currently published position, as of Aug 3, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #6 | AI Visibility Platforms Prompt Brand Leaders | 66.67 | — | v2-parent-aeaa87829ffde373 | Explain AI Visibility Platforms Prompt Brand Leaders rank → |
| #7 | AI Visibility Platforms Engine Disagreement by Prompt | 83.33 | 4 ranks lost | v2-parent-aeaa87829ffde373 | Explain AI Visibility Platforms Engine Disagreement by Prompt rank → |
| #2 | AI Visibility Platforms Prompt Citation Opportunities | 66.67 | 1 |
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 Aug 3, 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 | 9 | 0% | — |
| public prompt distinct reviewed brands | 2 | 0% | — |
| public prompt engine disagreement | 83.333333 | 0% | — |
| public prompt leading brand consensus | 66.666667 | 100% | 66.667 |
23 published observations for Recommend an affordable tool for a small marketing team to monitor brand mentions across AI assistants., all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 5.5556percentage_points | derived | Aug 3, 2026 | View source
|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 83.3333percent | derived | Aug 3, 2026 | View source
|
| v2-parent-aeaa87829ffde373 |
| Explain AI Visibility Platforms Prompt Citation Opportunities rank → |
| #5 | AI Visibility Platforms Prompt Volatility | 102.78 | — | v1-parent-aeaa87829ffde373 | Explain AI Visibility Platforms Prompt Volatility rank → |
|---|
| public prompt leading brand owned citation coverage |
|---|
| 0 |
| 0% |
| — |
| public prompt leading brand owned citation gap | 66.666667 | 0% | — |
|---|
No component moved since the prior snapshot.
{"promptSlug":"affordable-ai-mention-monitoring","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["6fbd8f0b-f542-4dbb-983d-8378324c8a6b","d23fd54f-197b-459a-af8a-cf5e6ffc7c13","20e9eef4-f89b-45dc-ae17-2f867a2306f7"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}{"promptSlug":"affordable-ai-mention-monitoring","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["6fbd8f0b-f542-4dbb-983d-8378324c8a6b","d23fd54f-197b-459a-af8a-cf5e6ffc7c13","20e9eef4-f89b-45dc-ae17-2f867a2306f7"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}{"promptSlug":"affordable-ai-mention-monitoring","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["6fbd8f0b-f542-4dbb-983d-8378324c8a6b","d23fd54f-197b-459a-af8a-cf5e6ffc7c13","20e9eef4-f89b-45dc-ae17-2f867a2306f7"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}{"promptSlug":"affordable-ai-mention-monitoring","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["6fbd8f0b-f542-4dbb-983d-8378324c8a6b","d23fd54f-197b-459a-af8a-cf5e6ffc7c13","20e9eef4-f89b-45dc-ae17-2f867a2306f7"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}{"promptSlug":"affordable-ai-mention-monitoring","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["6fbd8f0b-f542-4dbb-983d-8378324c8a6b","d23fd54f-197b-459a-af8a-cf5e6ffc7c13","20e9eef4-f89b-45dc-ae17-2f867a2306f7"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}{"promptSlug":"affordable-ai-mention-monitoring","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["6fbd8f0b-f542-4dbb-983d-8378324c8a6b","d23fd54f-197b-459a-af8a-cf5e6ffc7c13","20e9eef4-f89b-45dc-ae17-2f867a2306f7"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}{"promptSlug":"affordable-ai-mention-monitoring","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["6fbd8f0b-f542-4dbb-983d-8378324c8a6b","d23fd54f-197b-459a-af8a-cf5e6ffc7c13","20e9eef4-f89b-45dc-ae17-2f867a2306f7"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}{"promptSlug":"affordable-ai-mention-monitoring","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["6fbd8f0b-f542-4dbb-983d-8378324c8a6b","d23fd54f-197b-459a-af8a-cf5e6ffc7c13","20e9eef4-f89b-45dc-ae17-2f867a2306f7"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 2brands | measured | Aug 3, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 9urls | measured | Aug 3, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 0percentage_points | derived | Aug 3, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 3presence_events | measured | Aug 3, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Aug 3, 2026 | View source
|
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| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 66.6667percentage_points | derived | Aug 3, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Aug 3, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Aug 3, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 102.7778index_points | derived | Aug 3, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 3brands | measured | Jul 27, 2026 | View source
|
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 3brands | measured | Jul 27, 2026 | View source
|
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| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 4presence_events | measured | Jul 27, 2026 | View source
|
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| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Jul 27, 2026 | View source
|
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| Distinct citation URLspublic-prompt-citation-urls | 13urls | measured | Jul 27, 2026 | View source
|
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| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Jul 27, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 88.8889percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 13urls | 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
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 4presence_events | measured | Jul 27, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 88.8889percent | derived | Jul 27, 2026 | View source
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