Loading company intelligence…
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 · 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 | 66.67 percentderived |
| public_prompt_insightsDistinct citation URLs | 8 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 1 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 33.33 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 33.33 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 0 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 1 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 33.33 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 66.67 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 1 booleanderived |
| public_prompt_volatilityPrompt volatility index | 150 index_pointsderived |
Every currently published position, as of Sep 9, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #11 | AI Visibility · Startup Founder Prompt Brand Leaders | 33.33 | 1 ranks gained | v2-parent-e1ddfa4293e59fce | Explain AI Visibility · Startup Founder Prompt Brand Leaders rank → |
| #11 | AI Visibility · Startup Founder Engine Disagreement by Prompt | 66.67 | 1 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 | 1 | 0% | — |
| public prompt citation urls | 8 | 0% | — |
| public prompt distinct reviewed brands | 1 | 0% | — |
| public prompt engine disagreement |
29 published observations for Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. 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 disagreement changepublic-prompt-disagreement-absolute-change | 66.6667percentage_points | derived | Sep 9, 2026 | View source
|
| Distinct citation URLspublic-prompt-citation-urls | 8urls | measured | Sep 9, 2026 | View source
|
| #11 |
| AI Visibility · Startup Founder Prompt Citation Opportunities |
|---|
| 0 |
| 1 ranks gained |
| v2-parent-e1ddfa4293e59fce |
| Explain AI Visibility · Startup Founder Prompt Citation Opportunities rank → |
| #3 | AI Visibility · Startup Founder Prompt Volatility | 150 | 9 ranks gained | v1-parent-e1ddfa4293e59fce | Explain AI Visibility · Startup Founder Prompt Volatility rank → |
|---|
| 66.666667 |
| 0% |
| — |
| public prompt leading brand consensus | 33.333333 | 100% | 33.333 |
|---|
| public prompt leading brand owned citation coverage | 33.333333 | 0% | — |
|---|
| public prompt leading brand owned citation gap | 0 | 0% | — |
|---|
{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["2ee1a927-34aa-45ca-b204-8191c5ed60ea","17e3eafa-547e-44fa-a693-942777be18c1","8766bd60-545e-4ccb-9afa-f3dfaefc6fad"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["2ee1a927-34aa-45ca-b204-8191c5ed60ea","17e3eafa-547e-44fa-a693-942777be18c1","8766bd60-545e-4ccb-9afa-f3dfaefc6fad"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["2ee1a927-34aa-45ca-b204-8191c5ed60ea","17e3eafa-547e-44fa-a693-942777be18c1","8766bd60-545e-4ccb-9afa-f3dfaefc6fad"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["2ee1a927-34aa-45ca-b204-8191c5ed60ea","17e3eafa-547e-44fa-a693-942777be18c1","8766bd60-545e-4ccb-9afa-f3dfaefc6fad"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["2ee1a927-34aa-45ca-b204-8191c5ed60ea","17e3eafa-547e-44fa-a693-942777be18c1","8766bd60-545e-4ccb-9afa-f3dfaefc6fad"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["2ee1a927-34aa-45ca-b204-8191c5ed60ea","17e3eafa-547e-44fa-a693-942777be18c1","8766bd60-545e-4ccb-9afa-f3dfaefc6fad"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["2ee1a927-34aa-45ca-b204-8191c5ed60ea","17e3eafa-547e-44fa-a693-942777be18c1","8766bd60-545e-4ccb-9afa-f3dfaefc6fad"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["2ee1a927-34aa-45ca-b204-8191c5ed60ea","17e3eafa-547e-44fa-a693-942777be18c1","8766bd60-545e-4ccb-9afa-f3dfaefc6fad"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 0percentage_points | derived | Sep 9, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 1presence_events | measured | Sep 9, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | 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 consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Sep 9, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 150index_points | derived | Sep 9, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Sep 9, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Sep 9, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 1brands | measured | Sep 9, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Aug 1, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 0index_points | derived | Aug 1, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 0boolean | derived | Aug 1, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 0percentage_points | derived | Aug 1, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 0presence_events | measured | Aug 1, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 0percent | 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
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 0brands | measured | Aug 1, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 4urls | measured | Aug 1, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 0percentage_points | derived | Aug 1, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 0percent | derived | Aug 1, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 0presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 15urls | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 0percentage_points | derived | 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
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 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
|
|---|