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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 · 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 | 100 percentderived |
| public_prompt_insightsDistinct citation URLs | 16 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 3 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 33.33 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 0 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 33.33 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 3 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 33.33 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 33.33 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 1 booleanderived |
| public_prompt_volatilityPrompt volatility index | 133.33 index_pointsderived |
Every currently published position, as of Sep 9, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #7 | AI Visibility · Startup Founder Prompt Brand Leaders | 33.33 | 2 ranks lost | v2-parent-e1ddfa4293e59fce | Explain AI Visibility · Startup Founder Prompt Brand Leaders rank → |
| #1 | AI Visibility · Startup Founder Engine Disagreement by Prompt | 100 | 5 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 | 3 | 0% | — |
| public prompt citation urls | 16 | 0% | — |
| public prompt distinct reviewed brands | 3 | 0% | — |
| public prompt engine disagreement | 100 | 0% | — |
29 published observations for Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. How much does an AI search visibility platform typically cost for one brand?, all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Prompt volatility indexpublic-prompt-volatility-index | 133.3333index_points | derived | 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
|
| #6 |
| AI Visibility · Startup Founder Prompt Citation Opportunities |
|---|
| 33.33 |
| 3 ranks lost |
| v2-parent-e1ddfa4293e59fce |
| Explain AI Visibility · Startup Founder Prompt Citation Opportunities rank → |
| #5 | AI Visibility · Startup Founder Prompt Volatility | 133.33 | 4 ranks lost | v1-parent-e1ddfa4293e59fce | Explain AI Visibility · Startup Founder Prompt Volatility rank → |
|---|
| public prompt leading brand consensus |
|---|
| 33.333333 |
| 100% |
| 33.333 |
| public prompt leading brand owned citation coverage | 0 | 0% | — |
|---|
| public prompt leading brand owned citation gap | 33.333333 | 0% | — |
|---|
{"promptSlug":"ai-visibility-platform-pricing","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["720dc5e9-c181-4470-965b-74fc71b46793","069ea949-9d82-4a6b-a547-16729fc0a70e","cb069497-d67a-43ec-b4c8-9caf8ff4f941"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-visibility-platform-pricing","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["720dc5e9-c181-4470-965b-74fc71b46793","069ea949-9d82-4a6b-a547-16729fc0a70e","cb069497-d67a-43ec-b4c8-9caf8ff4f941"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-visibility-platform-pricing","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["720dc5e9-c181-4470-965b-74fc71b46793","069ea949-9d82-4a6b-a547-16729fc0a70e","cb069497-d67a-43ec-b4c8-9caf8ff4f941"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-visibility-platform-pricing","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["720dc5e9-c181-4470-965b-74fc71b46793","069ea949-9d82-4a6b-a547-16729fc0a70e","cb069497-d67a-43ec-b4c8-9caf8ff4f941"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-visibility-platform-pricing","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["720dc5e9-c181-4470-965b-74fc71b46793","069ea949-9d82-4a6b-a547-16729fc0a70e","cb069497-d67a-43ec-b4c8-9caf8ff4f941"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-visibility-platform-pricing","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["720dc5e9-c181-4470-965b-74fc71b46793","069ea949-9d82-4a6b-a547-16729fc0a70e","cb069497-d67a-43ec-b4c8-9caf8ff4f941"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-visibility-platform-pricing","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["720dc5e9-c181-4470-965b-74fc71b46793","069ea949-9d82-4a6b-a547-16729fc0a70e","cb069497-d67a-43ec-b4c8-9caf8ff4f941"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-visibility-platform-pricing","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["720dc5e9-c181-4470-965b-74fc71b46793","069ea949-9d82-4a6b-a547-16729fc0a70e","cb069497-d67a-43ec-b4c8-9caf8ff4f941"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 3brands | measured | Sep 9, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 3presence_events | measured | Sep 9, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Sep 9, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 33.3333percentage_points | derived | Sep 9, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Sep 9, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Sep 9, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Sep 9, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 16urls | measured | Sep 9, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 100percent | derived | Sep 9, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 3brands | measured | Aug 1, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 17urls | measured | Aug 1, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Aug 1, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | 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
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 166.6667index_points | derived | Aug 1, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 4presence_events | measured | Aug 1, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Aug 1, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 66.6667percentage_points | derived | 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
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 16urls | 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
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 0presence_events | 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
|
|---|
| 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
|
|---|