Public AI Visibility · Enterprise Marketing Leader brand benchmark
Ranks a reviewed AI Visibility · Enterprise Marketing Leader brand universe using a fixed, public set of neutral commercial prompts across 3 AI providers.
- Version
- 4-ai-search-visibility-persona-enterprise-marke-fcac65e94d71a415
- Published
- Jul 27, 2026
- Live boards
- 7
- Method ID
- public-ai-search-visibility-persona-enterprise-marketing-leader
Where the facts come from
- Providers
- Provider
openai
- Configured Model
openai/gpt-4o-mini
- Provider
anthropic
- Configured Model
anthropic/claude-haiku-4-5
- Provider
gemini
- Configured Model
google/gemini-2.5-flash
- Provider Views
- Provider
openai
- Board Slug
ai-search-visibility-persona-enterprise-marketing-leader-brand-openai-visibility
- Primary Metric Slug
public-prompt-openai-brand-recommendation-presence
- Provider
anthropic
- Board Slug
ai-search-visibility-persona-enterprise-marketing-leader-brand-anthropic-visibility
- Primary Metric Slug
public-prompt-anthropic-brand-recommendation-presence
- Provider
gemini
- Board Slug
ai-search-visibility-persona-enterprise-marketing-leader-brand-gemini-visibility
- Primary Metric Slug
public-prompt-gemini-brand-recommendation-presence
- Provider Matrix Version
64232fd32583
How the order is produced
recommendation-prompt presence descending; mention coverage, engine breadth, mention share, citation share, then entity slug
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 Platforms — Enterprise Marketing Leaderai-search-visibility-persona-enterprise-marketing-leader-brand-rank | public-prompt-brand-recommendation-presence | 14 | 100% | current | 4-ai-search-visibility-persona-enterprise-marke-fcac65e94d71a415 | daily | Open board → |
| AI Visibility · Enterprise Marketing Leader Brand Visibilityai-search-visibility-persona-enterprise-marketing-leader-brand-visibility | public-prompt-brand-mention-coverage | 14 | 100% | current | 4-ai-search-visibility-persona-enterprise-marke-fcac65e94d71a415 | daily | Open board → |
| AI Visibility · Enterprise Marketing Leader Citation Shareai-search-visibility-persona-enterprise-marketing-leader-brand-citation-share | public-prompt-brand-citation-share | 14 | 100% | current | 4-ai-search-visibility-persona-enterprise-marke-fcac65e94d71a415 | daily | Open board → |
| AI Visibility · Enterprise Marketing Leader Engine Breadthai-search-visibility-persona-enterprise-marketing-leader-brand-engine-breadth | public-prompt-brand-engine-breadth | 14 | 100% | current | 4-ai-search-visibility-persona-enterprise-marke-fcac65e94d71a415 | daily | Open board → |
| AI Visibility · Enterprise Marketing Leader Brands in OpenAI Model API Answersai-search-visibility-persona-enterprise-marketing-leader-brand-openai-visibility | public-prompt-openai-brand-recommendation-presence | 14 | 100% | current | 4-ai-search-visibility-persona-enterprise-marke-fcac65e94d71a415 | daily | Open board → |
| AI Visibility · Enterprise Marketing Leader Brands in Anthropic Model API Answersai-search-visibility-persona-enterprise-marketing-leader-brand-anthropic-visibility | public-prompt-anthropic-brand-recommendation-presence | 14 | 100% | current | 4-ai-search-visibility-persona-enterprise-marke-fcac65e94d71a415 | daily | Open board → |
| AI Visibility · Enterprise Marketing Leader Brands in Gemini Model API Answersai-search-visibility-persona-enterprise-marketing-leader-brand-gemini-visibility | public-prompt-gemini-brand-recommendation-presence | 14 | 100% | current | 4-ai-search-visibility-persona-enterprise-marke-fcac65e94d71a415 | 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
Category
ai-search-visibility-persona-enterprise-marketing-leader
Providers
- Provider
openai
- Configured Model
openai/gpt-4o-mini
- Provider
anthropic
- Configured Model
anthropic/claude-haiku-4-5
- Provider
gemini
- Configured Model
google/gemini-2.5-flash
Cost Policy
- Cost Basis
Provider-reported LLM cost returned by the existing AI Rank provider/cache layer.
- Maximum Daily Billed Cost Usd
0.75
- Maximum Daily Provider Calls
60
- Maximum Daily Provider Attempts Including Retries
72
Limitations
- This is one daily response per prompt/provider pair; model output can vary between runs.
- The fixed 12-prompt AI Visibility · Enterprise Marketing Leader category does not estimate general market share or brand awareness.
- Presence share and citation share are relative only to the reviewed 14-brand universe; untracked brands are excluded from those denominators.
- OpenAI, Anthropic, and Google are both evaluated brands and configured model providers; no self-provider bias correction is applied.
Rank Formula
recommendation-prompt presence descending; mention coverage, engine breadth, mention share, citation share, then entity slug
Answer Policy
- Published Evidence
answer hashes, deterministic bounded brand counts, and deduplicated URL-derived citation counts
- Full Provider Answers Published
No
- Full Provider Answers Stored In Public Index
No
Corpus Version
ai-search-visibility-persona-enterprise-marketing-leader-2026-07-27
Provider Views
- Provider
openai
- Board Slug
ai-search-visibility-persona-enterprise-marketing-leader-brand-openai-visibility
- Primary Metric Slug
public-prompt-openai-brand-recommendation-presence
- Provider
anthropic
- Board Slug
ai-search-visibility-persona-enterprise-marketing-leader-brand-anthropic-visibility
- Primary Metric Slug
public-prompt-anthropic-brand-recommendation-presence
- Provider
gemini
- Board Slug
ai-search-visibility-persona-enterprise-marketing-leader-brand-gemini-visibility
- Primary Metric Slug
public-prompt-gemini-brand-recommendation-presence
Runner Version
4
Canonical Brands
- Name
Rank.ai
- Aliases
- Rank.ai
- Rank AI
- Entity Slug
rank-ai
- Primary Domain
rank.ai
- Citation Domains
- rank.ai
- Case Sensitive Aliases
- Name
Profound
- Aliases
- Profound
- Entity Slug
profound
- Primary Domain
tryprofound.com
- Citation Domains
- tryprofound.com
- Case Sensitive Aliases
- Name
Scrunch
- Aliases
- Scrunch
- Scrunch AI
- Entity Slug
scrunch
- Primary Domain
scrunch.com
- Citation Domains
- scrunch.com
- Case Sensitive Aliases
- Name
Peec AI
- Aliases
- Peec AI
- Peec
- Entity Slug
peec-ai
- Primary Domain
peec.ai
- Citation Domains
- peec.ai
- Case Sensitive Aliases
- Name
Otterly AI
- Aliases
- Otterly AI
- OtterlyAI
- Otterly
- Entity Slug
otterly-ai
- Primary Domain
otterly.ai
- Citation Domains
- otterly.ai
- Case Sensitive Aliases
- Name
AthenaHQ
- Aliases
- AthenaHQ
- Athena HQ
- Entity Slug
athenahq
- Primary Domain
athenahq.ai
- Citation Domains
- athenahq.ai
- Case Sensitive Aliases
- Name
Goodie
- Aliases
- Goodie
- Goodie AI
- Entity Slug
goodie
- Primary Domain
higoodie.com
- Citation Domains
- higoodie.com
- Case Sensitive Aliases
- Goodie
- Name
Evertune
- Aliases
- Evertune
- Entity Slug
evertune
- Primary Domain
evertune.ai
- Citation Domains
- evertune.ai
- Case Sensitive Aliases
- Name
Writesonic
- Aliases
- Writesonic
- Entity Slug
writesonic
- Primary Domain
writesonic.com
- Citation Domains
- writesonic.com
- Case Sensitive Aliases
- Name
Rankscale
- Aliases
- Rankscale
- Rankscale.ai
- Entity Slug
rankscale
- Primary Domain
rankscale.ai
- Citation Domains
- rankscale.ai
- Case Sensitive Aliases
- Name
Semrush
- Aliases
- Semrush
- Entity Slug
semrush
- Primary Domain
semrush.com
- Citation Domains
- semrush.com
- Case Sensitive Aliases
- Name
HubSpot AEO
- Aliases
- HubSpot AEO
- HubSpot
- Entity Slug
hubspot-aeo
- Primary Domain
hubspot.com
- Citation Domains
- hubspot.com
- Case Sensitive Aliases
- Name
Bluefish AI
- Aliases
- Bluefish AI
- Bluefish
- Entity Slug
bluefish-ai
- Primary Domain
bluefishai.com
- Citation Domains
- bluefishai.com
- Case Sensitive Aliases
- Name
Conductor
- Aliases
- Conductor
- Conductor Intelligence
- Entity Slug
conductor
- Primary Domain
conductor.com
- Citation Domains
- conductor.com
- Case Sensitive Aliases
- Conductor
Benchmark Version
4-ai-search-visibility-persona-enterprise-marke-fcac65e94d71a415
Evaluation Surface
- Search
A common Rank.ai web-search tool is available to all three configured models.
- Gateway
Rank.ai's configured OpenRouter-compatible gateway
- Not Consumer Products
Results measure the configured model/API runs, not the ChatGPT, Claude, or Gemini consumer application interfaces.
Strict Completeness
- Prompt Count
12
- Provider Count
3
- Required Successful Runs
36
Measurement Semantics
- Confidence
A value of 1.0 means the complete frozen cohort passed the deterministic extraction and publication gates; it is not a statistical confidence interval.
- Citation Share Denominator
Distinct answer-level HTTP(S) citation URLs whose URL-derived hostname matches any reviewed brand domain.
- Presence Share Denominator
The sum of reviewed-brand answer-presences. One answer may contribute presence to multiple brands.
- Mention Coverage Denominator
36 answers: all 12 prompts multiplied by 3 configured providers.
- Provider Citation Share Denominator
Distinct reviewed-brand-domain citations within the named configured model API provider's 20-answer cohort.
- Recommendation Presence Denominator
24 answers: recommendation-intent prompts multiplied by 3 configured providers.
- Provider Mention Coverage Denominator
12 prompts for the named configured model API provider.
- Provider Recommendation Presence Denominator
8 recommendation-intent prompts for the named configured model API provider.
Provider Matrix Version
64232fd32583
Recommendation Semantics
Presence means mentioned or cited in an answer to a recommendation-intent prompt. It does not claim positive recommendation, endorsement, or sentiment.