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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 | 75 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 | 0 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 66.67 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 7 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 33.33 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 8.33 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 1 booleanderived |
| public_prompt_volatilityPrompt volatility index | 120.83 index_pointsderived |
Every currently published position, as of Sep 9, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #5 | AI Visibility · Startup Founder Prompt Brand Leaders | 66.67 | 3 ranks gained | v2-parent-e1ddfa4293e59fce | Explain AI Visibility · Startup Founder Prompt Brand Leaders rank → |
| #6 | AI Visibility · Startup Founder Engine Disagreement by Prompt | 75 | 2 ranks gained | 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 | 7 | 0% | — |
| public prompt citation urls | 10 | 0% | — |
| public prompt distinct reviewed brands | 4 | 0% | — |
| public prompt engine disagreement | 75 | 0% | — |
29 published observations for Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. What are the best platforms for tracking brand visibility in AI-generated answers?, 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 engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Sep 9, 2026 | View source
|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 75percent | derived | Sep 9, 2026 | View source
|
| #3 |
| AI Visibility · Startup Founder Prompt Citation Opportunities |
|---|
| 66.67 |
| 2 ranks gained |
| v2-parent-e1ddfa4293e59fce |
| Explain AI Visibility · Startup Founder Prompt Citation Opportunities rank → |
| #7 | AI Visibility · Startup Founder Prompt Volatility | 120.83 | 4 ranks lost | 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 | 0 | 0% | — |
|---|
| public prompt leading brand owned citation gap | 66.666667 | 0% | — |
|---|
{"promptSlug":"best-enterprise-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["4f7e272e-4cb3-4066-8a28-492c716f6a1c","af678ad3-3d01-4730-be02-a7a3e7452888","39961346-8e8a-4eb8-b27a-f2d5febdb313"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-enterprise-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["4f7e272e-4cb3-4066-8a28-492c716f6a1c","af678ad3-3d01-4730-be02-a7a3e7452888","39961346-8e8a-4eb8-b27a-f2d5febdb313"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-enterprise-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["4f7e272e-4cb3-4066-8a28-492c716f6a1c","af678ad3-3d01-4730-be02-a7a3e7452888","39961346-8e8a-4eb8-b27a-f2d5febdb313"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-enterprise-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["4f7e272e-4cb3-4066-8a28-492c716f6a1c","af678ad3-3d01-4730-be02-a7a3e7452888","39961346-8e8a-4eb8-b27a-f2d5febdb313"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-enterprise-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["4f7e272e-4cb3-4066-8a28-492c716f6a1c","af678ad3-3d01-4730-be02-a7a3e7452888","39961346-8e8a-4eb8-b27a-f2d5febdb313"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-enterprise-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["4f7e272e-4cb3-4066-8a28-492c716f6a1c","af678ad3-3d01-4730-be02-a7a3e7452888","39961346-8e8a-4eb8-b27a-f2d5febdb313"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-enterprise-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["4f7e272e-4cb3-4066-8a28-492c716f6a1c","af678ad3-3d01-4730-be02-a7a3e7452888","39961346-8e8a-4eb8-b27a-f2d5febdb313"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-enterprise-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["4f7e272e-4cb3-4066-8a28-492c716f6a1c","af678ad3-3d01-4730-be02-a7a3e7452888","39961346-8e8a-4eb8-b27a-f2d5febdb313"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Sep 9, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 10urls | measured | Sep 9, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Sep 9, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 8.3333percentage_points | derived | Sep 9, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Sep 9, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 7presence_events | measured | Sep 9, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 120.8333index_points | derived | Sep 9, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 66.6667percentage_points | derived | Sep 9, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 4brands | measured | Sep 9, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Aug 1, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 139.1667index_points | derived | Aug 1, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 3presence_events | measured | Aug 1, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 11urls | measured | Aug 1, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 33.3333percentage_points | derived | Aug 1, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 11.6667percentage_points | derived | Aug 1, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Aug 1, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 66.6667percentage_points | derived | Aug 1, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | derived | Aug 1, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 3brands | measured | Aug 1, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Aug 1, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 5brands | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 20urls | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 10presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 55percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 100percentage_points | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Jul 27, 2026 | View source
|
|---|