Published method
Public AI Visibility · Startup Founder prompt leaders, engine disagreement, and citation opportunity
2-parent-e1ddfa4293e59fce
Version
Jul 27, 2026
Published
3
Boards
ai-search-visibility-persona-startup-founder-prompt-insights
Method ID
Where the facts come from
- Providers
- openai
- anthropic
- gemini
- Provider Matrix Version
64232fd32583
How the order is produced
The board publishes its primary raw measure without an undisclosed transformation.
When the method reruns
- The prompt boards are re-run in rotation, about one category a day, so each board refreshes every few weeks and shows the date of its snapshot.
Boards
Boards using this version
| Board | Primary measure | Rows | Confidence | Snapshot | Board version | Refresh | Board |
|---|---|---|---|---|---|---|---|
| AI Visibility · Startup Founder Prompt Brand Leaders | public-prompt-leading-brand-consensus | 12 | 100% | Sep 9, 2026 | 2-parent-e1ddfa4293e59fce | Rotating schedule | Open the board: AI Visibility · Startup Founder Prompt Brand Leaders |
| AI Visibility · Startup Founder Engine Disagreement by Prompt | public-prompt-engine-disagreement | 12 | 100% | Sep 9, 2026 | 2-parent-e1ddfa4293e59fce | Rotating schedule | Open the board: AI Visibility · Startup Founder Engine Disagreement by Prompt |
| AI Visibility · Startup Founder Prompt Citation Opportunities | public-prompt-leading-brand-owned-citation-gap | 12 | 100% | Sep 9, 2026 | 2-parent-e1ddfa4293e59fce | Rotating schedule | Open the board: AI Visibility · Startup Founder Prompt Citation Opportunities |
Versioned contract
Complete measurement ledger
Cohort
- Kind
persona_prompt_context
- Slug
startup-founder
- Label
Startup Founder
- Attributes
- Persona Role
Founder
- Measurement Mode
explicit_prompt_context
- Organization Size
startup
- Geolocated Request
false
- Disclosure
AI visibility vendors measured across a disclosed buying corpus written for a startup founder operating with a small team.
Prompts
- Slug
best-enterprise-ai-visibility-platform
- Text
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?
- Intent
recommendation
- Slug
affordable-ai-mention-monitoring
- Text
Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Recommend an AI visibility platform that fits this buyer's budget and operating constraints.
- Intent
recommendation
- Slug
answer-engine-share-of-voice
- Text
Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Which software is best for comparing competitor share of voice across answer engines?
- Intent
recommendation
- Slug
multi-market-ai-prompt-tracking
- Text
Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Recommend a platform for daily prompt tracking across multiple AI assistants, countries, and languages.
- Intent
recommendation
- Slug
ai-answer-citation-analysis
- Text
Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. What is the best tool for analyzing the citations and sources that influence AI search responses?
- Intent
recommendation
- Slug
enterprise-aeo-governance
- Text
Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Recommend an answer-engine optimization platform with dashboards, alerts, permissions, and governance.
- Intent
recommendation
- Slug
agency-ai-visibility-platform
- Text
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?
- Intent
recommendation
- Slug
combined-seo-ai-visibility
- Text
Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Recommend a platform that combines traditional SEO workflows with generative-search visibility.
- Intent
recommendation
- Slug
ai-visibility-platform-pricing
- Text
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?
- Intent
commercial
- Slug
ai-visibility-buying-criteria
- Text
Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Which features matter most when buying software to measure brand presence in AI-generated answers?
- Intent
commercial
- Slug
specialist-aeo-vs-seo-suite
- Text
Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Compare specialist answer-engine optimization tools with SEO suites that add AI visibility tracking.
- Intent
commercial
- Slug
evaluate-ai-visibility-data-quality
- Text
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?
- Intent
commercial
Providers
- openai
- anthropic
- gemini
Corpus Version
ai-search-visibility-persona-startup-founder-2026-07-27
Leader Formula
Highest provider presence; then total deterministic alias mentions, reviewed-domain citations, and brand slug.
Empty Set Policy
Two empty provider brand sets have zero disagreement.
Leader Semantics
Leading means most consistently present among reviewed brands. It does not claim endorsement or positive sentiment.
Disagreement Formula
100 multiplied by the mean pairwise Jaccard distance among the reviewed-brand sets surfaced by configured engines.
Raw Answers Published
No
Provider Matrix Version
64232fd32583
Owned Citation Gap Formula
Leading-brand engine consensus minus leading-brand owned-citation engine coverage.
Parent Methodology Version
4-ai-search-visibility-persona-startup-founder-99af46236f864682
Owned Citation Coverage Formula
Configured engines whose answer cites the leading reviewed brand's canonical domains divided by configured engines.
See how often AI names you.
Enter your website. In about two minutes, Rank.ai asks ChatGPT, Claude and Gemini 12 questions your customers ask and grades how often they name you.
- Your grade out of 100How often AI names you, cites your site, and how high it ranks you.
- Who gets namedEvery competitor in the answers, most named first.
- The pages AI readsThe sources behind each answer.
- Three fixesWhat to fix first, with a brief for the first article.