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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 · Startup Founder 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 | 10 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 4 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 | 6 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 0 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 11.11 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 1 booleanderived |
| public_prompt_volatilityPrompt volatility index | 105.56 index_pointsderived |
Every currently published position, as of Sep 9, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #4 | AI Visibility · Startup Founder Prompt Brand Leaders | 66.67 | 3 ranks lost | v2-parent-e1ddfa4293e59fce | Explain AI Visibility · Startup Founder Prompt Brand Leaders rank → |
| #5 | AI Visibility · Startup Founder Engine Disagreement by Prompt | 83.33 | 3 ranks lost | v2-parent-e1ddfa4293e59fce | Explain AI Visibility · Startup Founder 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 9, 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 | 10 | 0% | — |
| public prompt distinct reviewed brands | 4 | 0% | — |
| public prompt engine disagreement | 83.333333 | 0% |
29 published observations for Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Recommend a platform for daily prompt tracking across multiple AI assistants, countries, and languages., 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 | 83.3333percent | derived | Sep 9, 2026 | View source
|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 4brands | measured | Sep 9, 2026 | View source
|
| #5 |
| AI Visibility · Startup Founder Prompt Citation Opportunities |
|---|
| 33.33 |
| 2 ranks gained |
| v2-parent-e1ddfa4293e59fce |
| Explain AI Visibility · Startup Founder Prompt Citation Opportunities rank → |
| #8 | AI Visibility · Startup Founder Prompt Volatility | 105.56 | — | v1-parent-e1ddfa4293e59fce | Explain AI Visibility · Startup Founder Prompt Volatility rank → |
|---|
| — |
| 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":"multi-market-ai-prompt-tracking","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["de8c6c05-2e8b-46f3-a310-344e1b175cda","27e94d7f-0400-44a2-a633-5742062497e2","42367d35-4f1f-4976-a3fc-54b8f4247423"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"multi-market-ai-prompt-tracking","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["de8c6c05-2e8b-46f3-a310-344e1b175cda","27e94d7f-0400-44a2-a633-5742062497e2","42367d35-4f1f-4976-a3fc-54b8f4247423"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"multi-market-ai-prompt-tracking","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["de8c6c05-2e8b-46f3-a310-344e1b175cda","27e94d7f-0400-44a2-a633-5742062497e2","42367d35-4f1f-4976-a3fc-54b8f4247423"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"multi-market-ai-prompt-tracking","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["de8c6c05-2e8b-46f3-a310-344e1b175cda","27e94d7f-0400-44a2-a633-5742062497e2","42367d35-4f1f-4976-a3fc-54b8f4247423"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"multi-market-ai-prompt-tracking","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["de8c6c05-2e8b-46f3-a310-344e1b175cda","27e94d7f-0400-44a2-a633-5742062497e2","42367d35-4f1f-4976-a3fc-54b8f4247423"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"multi-market-ai-prompt-tracking","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["de8c6c05-2e8b-46f3-a310-344e1b175cda","27e94d7f-0400-44a2-a633-5742062497e2","42367d35-4f1f-4976-a3fc-54b8f4247423"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"multi-market-ai-prompt-tracking","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["de8c6c05-2e8b-46f3-a310-344e1b175cda","27e94d7f-0400-44a2-a633-5742062497e2","42367d35-4f1f-4976-a3fc-54b8f4247423"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"multi-market-ai-prompt-tracking","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["de8c6c05-2e8b-46f3-a310-344e1b175cda","27e94d7f-0400-44a2-a633-5742062497e2","42367d35-4f1f-4976-a3fc-54b8f4247423"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Sep 9, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 10urls | measured | Sep 9, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 33.3333percentage_points | derived | Sep 9, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | derived | Sep 9, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 11.1111percentage_points | derived | Sep 9, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 105.5556index_points | derived | Sep 9, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 0percentage_points | derived | Sep 9, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 6presence_events | measured | Sep 9, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Sep 9, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 119.4444index_points | derived | Aug 1, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 13urls | measured | Aug 1, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Aug 1, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 7presence_events | measured | Aug 1, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 94.4444percent | derived | Aug 1, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 6brands | measured | Aug 1, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 5.5556percentage_points | derived | Aug 1, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Aug 1, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 0percentage_points | derived | Aug 1, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 66.6667percent | derived | Aug 1, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Aug 1, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 4brands | measured | 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
|
|---|
| 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
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 100percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 11urls | measured | Jul 27, 2026 | View source
|
|---|