Loading company intelligence…
Loading the latest published snapshot and its supporting evidence.
LIVE RANKINGS & DATA
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 | As of | Evidence | Confidence |
|---|---|---|---|---|
| public_prompt_insightsCross-engine brand disagreement | 0 percentderived | Jul 27, 2026 | Rank.ai AI Visibility · Startup Founder Prompt Benchmark ↗Grade A | 100% |
| public_prompt_insightsDistinct citation URLs | 15 urlsmeasured | Jul 27, 2026 | Rank.ai AI Visibility · Startup Founder Prompt Benchmark ↗Grade A | 100% |
| public_prompt_insightsDistinct reviewed brands surfaced | 0 brandsmeasured | Jul 27, 2026 | Rank.ai AI Visibility · Startup Founder Prompt Benchmark ↗Grade A | 100% |
| public_prompt_insightsLeading-brand engine consensus | 0 percentderived | Jul 27, 2026 | Rank.ai AI Visibility · Startup Founder Prompt Benchmark ↗Grade A | 100% |
| public_prompt_insightsLeading-brand owned-citation coverage | 0 percentderived | Jul 27, 2026 | Rank.ai AI Visibility · Startup Founder Prompt Benchmark ↗Grade A | 100% |
| public_prompt_insightsLeading-brand owned-citation opportunity | 0 percentage_pointsderived | Jul 27, 2026 | Rank.ai AI Visibility · Startup Founder Prompt Benchmark ↗Grade A | 100% |
| public_prompt_insightsReviewed-brand presence events | 0 presence_eventsmeasured | Jul 27, 2026 | Rank.ai AI Visibility · Startup Founder Prompt Benchmark ↗Grade A | 100% |
Every currently published position, joined to its snapshot, confidence, and methodology version.
| Rank | Leaderboard | Score | Movement | Confidence | As of | Method | Open explanation |
|---|---|---|---|---|---|---|---|
| #12 | AI Visibility · Startup Founder Prompt Brand Leadersai-search-visibility-persona-startup-founder-prompt-brand-leaders | 0 | — | 100% | Jul 27, 2026 | v2-parent-e1ddfa4293e59fce | Explain → |
| #12 | AI Visibility · Startup Founder Engine Disagreement by Promptai-search-visibility-persona-startup-founder-prompt-engine-disagreement | 0 | — | 100% | Jul 27, 2026 | v2-parent-e1ddfa4293e59fce | Explain → |
Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.
Some explanation inputs are unavailable Missing: comparablePriorRanking.
| Component | Value | Weight | Contribution | Evidence | Status |
|---|---|---|---|---|---|
| public prompt brand presence events | 0 | 0% | — | 1 | available |
| public prompt citation urls | 15 | 0% |
7 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?. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Confidence | Evidence |
|---|---|---|---|---|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 0presence_events | measured | Jul 27, 2026 | 100% | View source
|
| Distinct citation URLspublic-prompt-citation-urls | 15urls | measured | Jul 27, 2026 | 100% | View source
|
| #12 | AI Visibility · Startup Founder Prompt Citation Opportunitiesai-search-visibility-persona-startup-founder-prompt-citation-opportunity | 0 | — | 100% | Jul 27, 2026 | v2-parent-e1ddfa4293e59fce | Explain → |
|---|
| — |
| 1 |
| available |
| public prompt distinct reviewed brands | 0 | 0% | — | 1 | available |
|---|
| public prompt engine disagreement | 0 | 0% | — | 1 | available |
|---|
| public prompt leading brand consensus | 0 | 100% | 0 | 1 | available |
|---|
| public prompt leading brand owned citation coverage | 0 | 0% | — | 1 | available |
|---|
| public prompt leading brand owned citation gap | 0 | 0% | — | 1 | available |
|---|
no_prior_published_snapshot
No comparable component drivers were published.
{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["0a8c9eee-5db8-4f32-93b8-0d02f46502cf","e33f3151-3f95-4b03-b9db-7596e570e5bc","46c0d4fa-9ca5-43e5-9e6e-3c432c9195ff"],"parentSnapshotId":"eb1779ee-28f9-4459-a750-4c78eab2ebfc","providerMatrixVersion":"64232fd32583"}{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["0a8c9eee-5db8-4f32-93b8-0d02f46502cf","e33f3151-3f95-4b03-b9db-7596e570e5bc","46c0d4fa-9ca5-43e5-9e6e-3c432c9195ff"],"parentSnapshotId":"eb1779ee-28f9-4459-a750-4c78eab2ebfc","providerMatrixVersion":"64232fd32583"}{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["0a8c9eee-5db8-4f32-93b8-0d02f46502cf","e33f3151-3f95-4b03-b9db-7596e570e5bc","46c0d4fa-9ca5-43e5-9e6e-3c432c9195ff"],"parentSnapshotId":"eb1779ee-28f9-4459-a750-4c78eab2ebfc","providerMatrixVersion":"64232fd32583"}{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["0a8c9eee-5db8-4f32-93b8-0d02f46502cf","e33f3151-3f95-4b03-b9db-7596e570e5bc","46c0d4fa-9ca5-43e5-9e6e-3c432c9195ff"],"parentSnapshotId":"eb1779ee-28f9-4459-a750-4c78eab2ebfc","providerMatrixVersion":"64232fd32583"}{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["0a8c9eee-5db8-4f32-93b8-0d02f46502cf","e33f3151-3f95-4b03-b9db-7596e570e5bc","46c0d4fa-9ca5-43e5-9e6e-3c432c9195ff"],"parentSnapshotId":"eb1779ee-28f9-4459-a750-4c78eab2ebfc","providerMatrixVersion":"64232fd32583"}{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["0a8c9eee-5db8-4f32-93b8-0d02f46502cf","e33f3151-3f95-4b03-b9db-7596e570e5bc","46c0d4fa-9ca5-43e5-9e6e-3c432c9195ff"],"parentSnapshotId":"eb1779ee-28f9-4459-a750-4c78eab2ebfc","providerMatrixVersion":"64232fd32583"}{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["0a8c9eee-5db8-4f32-93b8-0d02f46502cf","e33f3151-3f95-4b03-b9db-7596e570e5bc","46c0d4fa-9ca5-43e5-9e6e-3c432c9195ff"],"parentSnapshotId":"eb1779ee-28f9-4459-a750-4c78eab2ebfc","providerMatrixVersion":"64232fd32583"}{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["0a8c9eee-5db8-4f32-93b8-0d02f46502cf","e33f3151-3f95-4b03-b9db-7596e570e5bc","46c0d4fa-9ca5-43e5-9e6e-3c432c9195ff"],"parentSnapshotId":"eb1779ee-28f9-4459-a750-4c78eab2ebfc","providerMatrixVersion":"64232fd32583"}| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 0percentage_points | derived | Jul 27, 2026 | 100% | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 0brands | measured | Jul 27, 2026 | 100% | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 0percent | derived | Jul 27, 2026 | 100% | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 0percent | derived | Jul 27, 2026 | 100% | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Jul 27, 2026 | 100% | View source
|
|---|