Public AI Visibility · Enterprise Marketing Leader prompt leaders, engine disagreement, and citation opportunity
Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.
- Version
- 2-parent-87738ec0a0f2d396
- Published
- Jul 27, 2026
- Live boards
- 3
- Method ID
- ai-search-visibility-persona-enterprise-marketing-leader-prompt-insights
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
- daily
Boards using this version
Only live, quality-gated boards appear. Each board opens on the exact published table and evidence path.
| Board | Primary measure | Rows | Confidence | Freshness | Board version | Cadence | Evidence |
|---|---|---|---|---|---|---|---|
| AI Visibility · Enterprise Marketing Leader Prompt Brand Leadersai-search-visibility-persona-enterprise-marketing-leader-prompt-brand-leaders | public-prompt-leading-brand-consensus | 12 | 100% | current | 2-parent-87738ec0a0f2d396 | daily | Open board → |
| AI Visibility · Enterprise Marketing Leader Engine Disagreement by Promptai-search-visibility-persona-enterprise-marketing-leader-prompt-engine-disagreement | public-prompt-engine-disagreement | 12 | 100% | current | 2-parent-87738ec0a0f2d396 | daily | Open board → |
| AI Visibility · Enterprise Marketing Leader Prompt Citation Opportunitiesai-search-visibility-persona-enterprise-marketing-leader-prompt-citation-opportunity | public-prompt-leading-brand-owned-citation-gap | 12 | 100% | current | 2-parent-87738ec0a0f2d396 | daily | Open board → |
Complete measurement ledger
These fields are stored with the methodology version. A changed contract must publish a new version before comparable movement can resume.
Cohort
- Kind
persona_prompt_context
- Slug
enterprise-marketing-leader
- Label
Enterprise Marketing Leader
- Attributes
- Persona Role
VP Marketing
- Measurement Mode
explicit_prompt_context
- Organization Size
enterprise
- Geolocated Request
false
- Disclosure
AI visibility vendors measured across a disclosed buying corpus written for an enterprise marketing leader managing multiple brands.
Prompts
- Slug
best-enterprise-ai-visibility-platform
- Text
Answer for a VP of marketing at a large enterprise selecting software for a multi-brand organization. What are the best platforms for tracking brand visibility in AI-generated answers?
- Intent
recommendation
- Slug
affordable-ai-mention-monitoring
- Text
Answer for a VP of marketing at a large enterprise selecting software for a multi-brand organization. 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 VP of marketing at a large enterprise selecting software for a multi-brand organization. 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 VP of marketing at a large enterprise selecting software for a multi-brand organization. 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 VP of marketing at a large enterprise selecting software for a multi-brand organization. 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 VP of marketing at a large enterprise selecting software for a multi-brand organization. Recommend an answer-engine optimization platform with dashboards, alerts, permissions, and governance.
- Intent
recommendation
- Slug
agency-ai-visibility-platform
- Text
Answer for a VP of marketing at a large enterprise selecting software for a multi-brand organization. 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 VP of marketing at a large enterprise selecting software for a multi-brand organization. Recommend a platform that combines traditional SEO workflows with generative-search visibility.
- Intent
recommendation
- Slug
ai-visibility-platform-pricing
- Text
Answer for a VP of marketing at a large enterprise selecting software for a multi-brand organization. How much does an AI search visibility platform typically cost for one brand?
- Intent
commercial
- Slug
ai-visibility-buying-criteria
- Text
Answer for a VP of marketing at a large enterprise selecting software for a multi-brand organization. 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 VP of marketing at a large enterprise selecting software for a multi-brand organization. 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 VP of marketing at a large enterprise selecting software for a multi-brand organization. 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-enterprise-marketing-leader-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-enterprise-marke-fcac65e94d71a415
Owned Citation Coverage Formula
Configured engines whose answer cites the leading reviewed brand's canonical domains divided by configured engines.