Public AI Visibility · United Kingdom brand benchmark
Ranks a reviewed AI Visibility · United Kingdom brand universe using a fixed, public set of neutral commercial prompts across 3 AI providers.
- Version
- 4-ai-search-visibility-region-united-kingdom-e41bf64ef6f33cc6
- Published
- Jul 27, 2026
- Live boards
- 7
- Method ID
- public-ai-search-visibility-region-united-kingdom
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-region-united-kingdom-brand-openai-visibility
- Primary Metric Slug
public-prompt-openai-brand-recommendation-presence
- Provider
anthropic
- Board Slug
ai-search-visibility-region-united-kingdom-brand-anthropic-visibility
- Primary Metric Slug
public-prompt-anthropic-brand-recommendation-presence
- Provider
gemini
- Board Slug
ai-search-visibility-region-united-kingdom-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 — United Kingdomai-search-visibility-region-united-kingdom-brand-rank | public-prompt-brand-recommendation-presence | 14 | 100% | current | 4-ai-search-visibility-region-united-kingdom-e41bf64ef6f33cc6 | daily | Open board → |
| AI Visibility · United Kingdom Brand Visibilityai-search-visibility-region-united-kingdom-brand-visibility | public-prompt-brand-mention-coverage | 14 | 100% | current | 4-ai-search-visibility-region-united-kingdom-e41bf64ef6f33cc6 | daily | Open board → |
| AI Visibility · United Kingdom Citation Shareai-search-visibility-region-united-kingdom-brand-citation-share | public-prompt-brand-citation-share | 14 | 100% | current | 4-ai-search-visibility-region-united-kingdom-e41bf64ef6f33cc6 | daily | Open board → |
| AI Visibility · United Kingdom Engine Breadthai-search-visibility-region-united-kingdom-brand-engine-breadth | public-prompt-brand-engine-breadth | 14 | 100% | current | 4-ai-search-visibility-region-united-kingdom-e41bf64ef6f33cc6 | daily | Open board → |
| AI Visibility · United Kingdom Brands in OpenAI Model API Answersai-search-visibility-region-united-kingdom-brand-openai-visibility | public-prompt-openai-brand-recommendation-presence | 14 | 100% | current | 4-ai-search-visibility-region-united-kingdom-e41bf64ef6f33cc6 | daily | Open board → |
| AI Visibility · United Kingdom Brands in Anthropic Model API Answersai-search-visibility-region-united-kingdom-brand-anthropic-visibility | public-prompt-anthropic-brand-recommendation-presence | 14 | 100% | current | 4-ai-search-visibility-region-united-kingdom-e41bf64ef6f33cc6 | daily | Open board → |
| AI Visibility · United Kingdom Brands in Gemini Model API Answersai-search-visibility-region-united-kingdom-brand-gemini-visibility | public-prompt-gemini-brand-recommendation-presence | 14 | 100% | current | 4-ai-search-visibility-region-united-kingdom-e41bf64ef6f33cc6 | 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
regional_prompt_context
- Slug
united-kingdom
- Label
United Kingdom
- Attributes
- Region Code
GB
- Language Code
en
- Measurement Mode
explicit_prompt_context
- Geolocated Request
false
- Disclosure
AI visibility vendors measured across model-API prompts explicitly scoped to a buyer evaluating the United Kingdom market. These are regional prompt-context results, not geolocated consumer-app results.
Prompts
- Slug
best-enterprise-ai-visibility-platform
- Text
Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. What are the best enterprise platforms for tracking brand visibility in AI-generated answers?
- Intent
recommendation
- Slug
affordable-ai-mention-monitoring
- Text
Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. Recommend an affordable tool for a small marketing team to monitor brand mentions across AI assistants.
- Intent
recommendation
- Slug
answer-engine-share-of-voice
- Text
Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. Which software is best for comparing competitor share of voice across answer engines?
- Intent
recommendation
- Slug
multi-market-ai-prompt-tracking
- Text
Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. Recommend a platform for daily prompt tracking across multiple AI assistants, countries, and languages.
- Intent
recommendation
- Slug
ai-answer-citation-analysis
- Text
Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. What is the best tool for analyzing the citations and sources that influence AI search responses?
- Intent
recommendation
- Slug
enterprise-aeo-governance
- Text
Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. Recommend an enterprise-grade answer-engine optimization platform with dashboards, alerts, and governance.
- Intent
recommendation
- Slug
agency-ai-visibility-platform
- Text
Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. Which AI visibility platform is best for an agency managing multiple client brands?
- Intent
recommendation
- Slug
combined-seo-ai-visibility
- Text
Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. Recommend a platform that combines traditional SEO workflows with generative-search visibility.
- Intent
recommendation
- Slug
ai-visibility-platform-pricing
- Text
Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. How much does an AI search visibility platform typically cost for one brand?
- Intent
commercial
- Slug
ai-visibility-buying-criteria
- Text
Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. Which features matter most when buying software to measure brand presence in AI-generated answers?
- Intent
commercial
- Slug
specialist-aeo-vs-seo-suite
- Text
Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. Compare specialist answer-engine optimization tools with SEO suites that add AI visibility tracking.
- Intent
commercial
- Slug
evaluate-ai-visibility-data-quality
- Text
Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. How should a marketing team evaluate sampling, repeatability, citations, and data quality in an AI visibility vendor?
- Intent
commercial
Category
ai-search-visibility-region-united-kingdom
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 · United Kingdom 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-region-united-kingdom-2026-07-27
Provider Views
- Provider
openai
- Board Slug
ai-search-visibility-region-united-kingdom-brand-openai-visibility
- Primary Metric Slug
public-prompt-openai-brand-recommendation-presence
- Provider
anthropic
- Board Slug
ai-search-visibility-region-united-kingdom-brand-anthropic-visibility
- Primary Metric Slug
public-prompt-anthropic-brand-recommendation-presence
- Provider
gemini
- Board Slug
ai-search-visibility-region-united-kingdom-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-region-united-kingdom-e41bf64ef6f33cc6
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.