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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 | 100 percentderived |
| public_prompt_insightsDistinct citation URLs | 11 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 2 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 | 2 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 33.33 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 16.67 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 1 booleanderived |
| public_prompt_volatilityPrompt volatility index | 125 index_pointsderived |
Every currently published position, as of Sep 11, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #8 | AI Visibility Platforms Prompt Brand Leaders | 33.33 | 2 ranks lost | v2-parent-aeaa87829ffde373 | Explain AI Visibility Platforms Prompt Brand Leaders rank → |
| #3 | AI Visibility Platforms Engine Disagreement by Prompt | 100 | 4 ranks gained | v2-parent-aeaa87829ffde373 | Explain AI Visibility Platforms Engine Disagreement by Prompt rank → |
| #6 | AI Visibility Platforms Prompt Citation Opportunities | 33.33 |
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 11, 2026, 12:00 AM UTC
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 2 | 0% | — |
| public prompt citation urls | 11 | 0% | — |
| public prompt distinct reviewed brands | 2 | 0% | — |
| public prompt engine disagreement | 100 | 0% | — |
| public prompt leading brand consensus | 33.333333 | 100% | 33.333 |
34 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 |
|---|---|---|---|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 100percent | derived | Sep 11, 2026 | View source
|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Sep 11, 2026 | View source
|
| 4 ranks lost |
| v2-parent-aeaa87829ffde373 |
| Explain AI Visibility Platforms Prompt Citation Opportunities rank → |
| #3 | AI Visibility Platforms Prompt Volatility | 125 | 2 ranks gained | 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 | 33.333333 | 0% | — |
|---|
{"promptSlug":"affordable-ai-mention-monitoring","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["779769c4-412b-43b0-a8a7-17edcba2f7e0","f0ef442d-d510-4caa-96a3-21714452aa70","8d996cf9-30e0-494d-af8a-1538ed91baaf"],"parentSnapshotId":"25ba3a56-5ca9-4b7f-b4b8-099d42ce207d","providerMatrixVersion":"64232fd32583"}{"promptSlug":"affordable-ai-mention-monitoring","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["779769c4-412b-43b0-a8a7-17edcba2f7e0","f0ef442d-d510-4caa-96a3-21714452aa70","8d996cf9-30e0-494d-af8a-1538ed91baaf"],"parentSnapshotId":"25ba3a56-5ca9-4b7f-b4b8-099d42ce207d","providerMatrixVersion":"64232fd32583"}{"promptSlug":"affordable-ai-mention-monitoring","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["779769c4-412b-43b0-a8a7-17edcba2f7e0","f0ef442d-d510-4caa-96a3-21714452aa70","8d996cf9-30e0-494d-af8a-1538ed91baaf"],"parentSnapshotId":"25ba3a56-5ca9-4b7f-b4b8-099d42ce207d","providerMatrixVersion":"64232fd32583"}{"promptSlug":"affordable-ai-mention-monitoring","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["779769c4-412b-43b0-a8a7-17edcba2f7e0","f0ef442d-d510-4caa-96a3-21714452aa70","8d996cf9-30e0-494d-af8a-1538ed91baaf"],"parentSnapshotId":"25ba3a56-5ca9-4b7f-b4b8-099d42ce207d","providerMatrixVersion":"64232fd32583"}{"promptSlug":"affordable-ai-mention-monitoring","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["779769c4-412b-43b0-a8a7-17edcba2f7e0","f0ef442d-d510-4caa-96a3-21714452aa70","8d996cf9-30e0-494d-af8a-1538ed91baaf"],"parentSnapshotId":"25ba3a56-5ca9-4b7f-b4b8-099d42ce207d","providerMatrixVersion":"64232fd32583"}{"promptSlug":"affordable-ai-mention-monitoring","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["779769c4-412b-43b0-a8a7-17edcba2f7e0","f0ef442d-d510-4caa-96a3-21714452aa70","8d996cf9-30e0-494d-af8a-1538ed91baaf"],"parentSnapshotId":"25ba3a56-5ca9-4b7f-b4b8-099d42ce207d","providerMatrixVersion":"64232fd32583"}{"promptSlug":"affordable-ai-mention-monitoring","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["779769c4-412b-43b0-a8a7-17edcba2f7e0","f0ef442d-d510-4caa-96a3-21714452aa70","8d996cf9-30e0-494d-af8a-1538ed91baaf"],"parentSnapshotId":"25ba3a56-5ca9-4b7f-b4b8-099d42ce207d","providerMatrixVersion":"64232fd32583"}{"promptSlug":"affordable-ai-mention-monitoring","currentSnapshotId":"51dfedfd-2284-4adc-b894-3b6affc24e65","previousSnapshotId":"cae8f23c-10d5-49b7-9668-16bd931866c6"}| Prompt volatility indexpublic-prompt-volatility-index | 125index_points | derived | Sep 11, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 33.3333percentage_points | derived | Sep 11, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Sep 11, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 2brands | measured | Sep 11, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 2presence_events | measured | Sep 11, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 11urls | measured | Sep 11, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Sep 11, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Sep 11, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 16.6667percentage_points | derived | Sep 11, 2026 | View source
|
|---|
| 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
|
|---|
| 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
|
|---|
| 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
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 3brands | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 4presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Jul 27, 2026 | View source
|
|---|
| 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
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 88.8889percent | derived | Jul 27, 2026 | View source
|
|---|