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Public AI Visibility · Agency Owner 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-b5955dacfab0d771
Published
Jul 27, 2026
Live boards
3
Method ID
ai-search-visibility-persona-agency-owner-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 · Agency Owner Prompt Brand Leadersai-search-visibility-persona-agency-owner-prompt-brand-leaderspublic-prompt-leading-brand-consensus12100% current2-parent-b5955dacfab0d771dailyOpen board →
AI Visibility · Agency Owner Engine Disagreement by Promptai-search-visibility-persona-agency-owner-prompt-engine-disagreementpublic-prompt-engine-disagreement12100% current2-parent-b5955dacfab0d771dailyOpen board →
AI Visibility · Agency Owner Prompt Citation Opportunitiesai-search-visibility-persona-agency-owner-prompt-citation-opportunitypublic-prompt-leading-brand-owned-citation-gap12100% current2-parent-b5955dacfab0d771dailyOpen 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

agency-owner

Label

Agency Owner

Attributes
Persona Role

Agency Owner

Measurement Mode

explicit_prompt_context

Organization Size

agency

Geolocated Request

false

Disclosure

AI visibility vendors measured across a disclosed buying corpus written for an agency owner serving multiple client brands.

Prompts

  • Slug

    best-enterprise-ai-visibility-platform

    Text

    Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. What are the best platforms for tracking brand visibility in AI-generated answers?

    Intent

    recommendation

  • Slug

    affordable-ai-mention-monitoring

    Text

    Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. 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 the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. Which software is best for comparing competitor share of voice across answer engines?

    Intent

    recommendation

  • Slug

    multi-market-ai-prompt-tracking

    Text

    Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. Recommend a platform for daily prompt tracking across multiple AI assistants, countries, and languages.

    Intent

    recommendation

  • Slug

    ai-answer-citation-analysis

    Text

    Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. 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 the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. Recommend an answer-engine optimization platform with dashboards, alerts, permissions, and governance.

    Intent

    recommendation

  • Slug

    agency-ai-visibility-platform

    Text

    Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. 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 the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. Recommend a platform that combines traditional SEO workflows with generative-search visibility.

    Intent

    recommendation

  • Slug

    ai-visibility-platform-pricing

    Text

    Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. How much does an AI search visibility platform typically cost for one brand?

    Intent

    commercial

  • Slug

    ai-visibility-buying-criteria

    Text

    Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. 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 the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. 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 the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. 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-agency-owner-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-agency-owner-b5df22d710b5ad5a

Owned Citation Coverage Formula

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

Public AI Visibility · Agency Owner prompt leaders, engine disagreement, and citation opportunity | Rank.ai