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Public AI Visibility · United Kingdom 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-36a0560c423828e5
Published
Jul 27, 2026
Live boards
3
Method ID
ai-search-visibility-region-united-kingdom-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.

BoardPrimary measureRowsConfidenceFreshnessBoard versionCadenceEvidence
AI Visibility · United Kingdom Prompt Brand Leadersai-search-visibility-region-united-kingdom-prompt-brand-leaderspublic-prompt-leading-brand-consensus12100% current2-parent-36a0560c423828e5dailyOpen board →
AI Visibility · United Kingdom Engine Disagreement by Promptai-search-visibility-region-united-kingdom-prompt-engine-disagreementpublic-prompt-engine-disagreement12100% current2-parent-36a0560c423828e5dailyOpen board →
AI Visibility · United Kingdom Prompt Citation Opportunitiesai-search-visibility-region-united-kingdom-prompt-citation-opportunitypublic-prompt-leading-brand-owned-citation-gap12100% current2-parent-36a0560c423828e5dailyOpen 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

Providers

  • openai
  • anthropic
  • gemini

Corpus Version

ai-search-visibility-region-united-kingdom-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-region-united-kingdom-e41bf64ef6f33cc6

Owned Citation Coverage Formula

Configured engines whose answer cites the leading reviewed brand's canonical domains divided by configured engines.