Loading company intelligence…
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 | 91.67 percentderived |
| public_prompt_insightsDistinct citation URLs | 9 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 | 5 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 0 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 25 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 0 booleanderived |
| public_prompt_volatilityPrompt volatility index | 12.5 index_pointsderived |
Every currently published position, as of Sep 9, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #3 | AI Visibility · Startup Founder Prompt Brand Leaders | 66.67 | 3 ranks gained | v2-parent-e1ddfa4293e59fce | Explain AI Visibility · Startup Founder Prompt Brand Leaders rank → |
| #4 | AI Visibility · Startup Founder Engine Disagreement by Prompt | 91.67 | 3 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 | 5 | 0% | — |
| public prompt citation urls | 9 | 0% | — |
| public prompt distinct reviewed brands | 4 | 0% | — |
| public prompt engine disagreement | 91.666667 | 0% |
29 published observations for Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Which AI visibility platform best fits this buyer's workflow, reporting, and account-management needs?, all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Distinct citation URLspublic-prompt-citation-urls | 9urls | measured | Sep 9, 2026 | View source
|
| Prompt volatility indexpublic-prompt-volatility-index | 12.5index_points | derived | Sep 9, 2026 | View source
|
| #2 |
| AI Visibility · Startup Founder Prompt Citation Opportunities |
|---|
| 66.67 |
| — |
| v2-parent-e1ddfa4293e59fce |
| Explain AI Visibility · Startup Founder Prompt Citation Opportunities rank → |
| #11 | AI Visibility · Startup Founder Prompt Volatility | 12.5 | — | 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":"agency-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["40541eba-b2e6-48b1-b993-a291663c280a","715438eb-cc1f-4b4c-a89c-828d9bab9a2a","1cc92ad6-28ac-454c-8e66-5c3263879ef6"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"agency-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["40541eba-b2e6-48b1-b993-a291663c280a","715438eb-cc1f-4b4c-a89c-828d9bab9a2a","1cc92ad6-28ac-454c-8e66-5c3263879ef6"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"agency-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["40541eba-b2e6-48b1-b993-a291663c280a","715438eb-cc1f-4b4c-a89c-828d9bab9a2a","1cc92ad6-28ac-454c-8e66-5c3263879ef6"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"agency-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["40541eba-b2e6-48b1-b993-a291663c280a","715438eb-cc1f-4b4c-a89c-828d9bab9a2a","1cc92ad6-28ac-454c-8e66-5c3263879ef6"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"agency-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["40541eba-b2e6-48b1-b993-a291663c280a","715438eb-cc1f-4b4c-a89c-828d9bab9a2a","1cc92ad6-28ac-454c-8e66-5c3263879ef6"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"agency-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["40541eba-b2e6-48b1-b993-a291663c280a","715438eb-cc1f-4b4c-a89c-828d9bab9a2a","1cc92ad6-28ac-454c-8e66-5c3263879ef6"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"agency-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["40541eba-b2e6-48b1-b993-a291663c280a","715438eb-cc1f-4b4c-a89c-828d9bab9a2a","1cc92ad6-28ac-454c-8e66-5c3263879ef6"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"agency-ai-visibility-platform","currentSnapshotId":"e46d17b7-2f78-4820-983a-e1c4a1c494e2","previousSnapshotId":"fac790b7-924f-4693-9b94-d3e00ce77e28"}| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | 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 | 0boolean | derived | Sep 9, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 91.6667percent | derived | Sep 9, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 0percentage_points | derived | Sep 9, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Sep 9, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 5presence_events | measured | Sep 9, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 25percentage_points | derived | Sep 9, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 66.6667percentage_points | derived | Aug 1, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 0boolean | derived | Aug 1, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 1brands | measured | Aug 1, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 8urls | measured | Aug 1, 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 | 20.8333index_points | derived | Aug 1, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | 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 | 2presence_events | measured | Aug 1, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | derived | Aug 1, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 8.3333percentage_points | derived | Aug 1, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 58.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 4brands | measured | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 20urls | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | 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 | 100percentage_points | derived | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 7presence_events | measured | Jul 27, 2026 | View source
|
|---|