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Published method

Public AI Visibility · Enterprise Marketing Leader 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.

2-parent-87738ec0a0f2d396

Version

Jul 27, 2026

Published

3

Boards

ai-search-visibility-persona-enterprise-marketing-leader-prompt-insights

Method ID

Sources

Where the facts come from

Providers
  • openai
  • anthropic
  • gemini
Provider Matrix Version

64232fd32583

Ranking rule

How the order is produced

The board publishes its primary raw measure without an undisclosed transformation.

Refresh

When the method reruns

  • The prompt boards are re-run in rotation, about one category a day, so each board refreshes every few weeks and shows the date of its snapshot.

Boards

Boards using this version

Every published board built with this method. Each opens on its latest snapshot.
BoardPrimary measureRowsConfidenceSnapshotBoard versionRefreshBoard
AI Visibility · Enterprise Marketing Leader Prompt Brand Leaderspublic-prompt-leading-brand-consensus12100%Jul 27, 20262-parent-87738ec0a0f2d396Rotating scheduleOpen the board: AI Visibility · Enterprise Marketing Leader Prompt Brand Leaders
AI Visibility · Enterprise Marketing Leader Engine Disagreement by Promptpublic-prompt-engine-disagreement12100%Jul 27, 20262-parent-87738ec0a0f2d396Rotating scheduleOpen the board: AI Visibility · Enterprise Marketing Leader Engine Disagreement by Prompt
AI Visibility · Enterprise Marketing Leader Prompt Citation Opportunitiespublic-prompt-leading-brand-owned-citation-gap12100%Jul 27, 20262-parent-87738ec0a0f2d396Rotating scheduleOpen the board: AI Visibility · Enterprise Marketing Leader Prompt Citation Opportunities

Versioned contract

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

Providers

  • openai
  • anthropic
  • gemini

Corpus Version

ai-search-visibility-persona-enterprise-marketing-leader-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-enterprise-marke-fcac65e94d71a415

Owned Citation Coverage Formula

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

See how often AI names you.

Enter your website. In about two minutes, Rank.ai asks ChatGPT, Claude and Gemini 12 questions your customers ask and grades how often they name you.

  • Your grade out of 100How often AI names you, cites your site, and how high it ranks you.
  • Who gets namedEvery competitor in the answers, most named first.
  • The pages AI readsThe sources behind each answer.
  • Three fixesWhat to fix first, with a brief for the first article.