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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.

BoardPrimary measureRowsConfidenceFreshnessBoard versionCadenceEvidence
AI Visibility Platforms — United Kingdomai-search-visibility-region-united-kingdom-brand-rankpublic-prompt-brand-recommendation-presence14100% current4-ai-search-visibility-region-united-kingdom-e41bf64ef6f33cc6dailyOpen board →
AI Visibility · United Kingdom Brand Visibilityai-search-visibility-region-united-kingdom-brand-visibilitypublic-prompt-brand-mention-coverage14100% current4-ai-search-visibility-region-united-kingdom-e41bf64ef6f33cc6dailyOpen board →
AI Visibility · United Kingdom Citation Shareai-search-visibility-region-united-kingdom-brand-citation-sharepublic-prompt-brand-citation-share14100% current4-ai-search-visibility-region-united-kingdom-e41bf64ef6f33cc6dailyOpen board →
AI Visibility · United Kingdom Engine Breadthai-search-visibility-region-united-kingdom-brand-engine-breadthpublic-prompt-brand-engine-breadth14100% current4-ai-search-visibility-region-united-kingdom-e41bf64ef6f33cc6dailyOpen board →
AI Visibility · United Kingdom Brands in OpenAI Model API Answersai-search-visibility-region-united-kingdom-brand-openai-visibilitypublic-prompt-openai-brand-recommendation-presence14100% current4-ai-search-visibility-region-united-kingdom-e41bf64ef6f33cc6dailyOpen board →
AI Visibility · United Kingdom Brands in Anthropic Model API Answersai-search-visibility-region-united-kingdom-brand-anthropic-visibilitypublic-prompt-anthropic-brand-recommendation-presence14100% current4-ai-search-visibility-region-united-kingdom-e41bf64ef6f33cc6dailyOpen board →
AI Visibility · United Kingdom Brands in Gemini Model API Answersai-search-visibility-region-united-kingdom-brand-gemini-visibilitypublic-prompt-gemini-brand-recommendation-presence14100% current4-ai-search-visibility-region-united-kingdom-e41bf64ef6f33cc6dailyOpen 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.