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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 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 | 0 percentderived |
| public_prompt_insightsDistinct citation URLs | 9 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 0 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 0 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 0 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 0 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 0 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 Aug 3, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Method | Explain |
|---|---|---|---|---|
| #12 | AI Visibility Platforms Prompt Brand Leaders | 0 | v2-parent-aeaa87829ffde373 | Explain AI Visibility Platforms Prompt Brand Leaders rank → |
| #12 | AI Visibility Platforms Engine Disagreement by Prompt | 0 | v2-parent-aeaa87829ffde373 | Explain AI Visibility Platforms Engine Disagreement by Prompt rank → |
| #12 | AI Visibility Platforms Prompt Citation Opportunities | 0 | v2-parent-aeaa87829ffde373 | Explain AI Visibility Platforms Prompt Citation Opportunities 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 Aug 3, 2026, 12:00 AM UTC
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 0 | 0% | — |
| public prompt citation urls | 9 | 0% | — |
| public prompt distinct reviewed brands | 0 | 0% | — |
| public prompt engine disagreement | 0 | 0% | — |
| public prompt leading brand consensus | 0 | 100% | 0 |
23 published observations for How should a marketing team evaluate sampling, repeatability, citations, and data quality in an AI visibility vendor?, all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 0percentage_points | derived | Aug 3, 2026 | View source
|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Aug 3, 2026 | View source
|
| #11 | AI Visibility Platforms Prompt Volatility | 0 | 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 | 0 | 0% | — |
|---|
No component moved since the prior snapshot.
{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["5b8a81bc-24f8-4d4c-8c6f-8e57b5efce16","b120bcf4-4cfb-44cf-baab-256daa5af594","c6a5a2f0-e415-4fcc-af35-4e713a955ad4"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["5b8a81bc-24f8-4d4c-8c6f-8e57b5efce16","b120bcf4-4cfb-44cf-baab-256daa5af594","c6a5a2f0-e415-4fcc-af35-4e713a955ad4"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["5b8a81bc-24f8-4d4c-8c6f-8e57b5efce16","b120bcf4-4cfb-44cf-baab-256daa5af594","c6a5a2f0-e415-4fcc-af35-4e713a955ad4"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["5b8a81bc-24f8-4d4c-8c6f-8e57b5efce16","b120bcf4-4cfb-44cf-baab-256daa5af594","c6a5a2f0-e415-4fcc-af35-4e713a955ad4"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["5b8a81bc-24f8-4d4c-8c6f-8e57b5efce16","b120bcf4-4cfb-44cf-baab-256daa5af594","c6a5a2f0-e415-4fcc-af35-4e713a955ad4"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["5b8a81bc-24f8-4d4c-8c6f-8e57b5efce16","b120bcf4-4cfb-44cf-baab-256daa5af594","c6a5a2f0-e415-4fcc-af35-4e713a955ad4"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["5b8a81bc-24f8-4d4c-8c6f-8e57b5efce16","b120bcf4-4cfb-44cf-baab-256daa5af594","c6a5a2f0-e415-4fcc-af35-4e713a955ad4"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["5b8a81bc-24f8-4d4c-8c6f-8e57b5efce16","b120bcf4-4cfb-44cf-baab-256daa5af594","c6a5a2f0-e415-4fcc-af35-4e713a955ad4"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}| Prompt volatility indexpublic-prompt-volatility-index | 0index_points | derived | Aug 3, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 0boolean | derived | Aug 3, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 0percentage_points | derived | Aug 3, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 0percentage_points | derived | Aug 3, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 9urls | measured | Aug 3, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 0percent | derived | Aug 3, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 0brands | measured | Aug 3, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 0percent | derived | Aug 3, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 0presence_events | measured | Aug 3, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 0brands | measured | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 23urls | measured | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 0brands | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 0percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 0percentage_points | derived | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 0presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 0presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 0percent | derived | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 0percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 23urls | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 0percent | derived | Jul 27, 2026 | View source
|
|---|