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Published method

Public Enterprise Search 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-8042b71372e825c6

Version

Jul 27, 2026

Published

3

Boards

enterprise-search-platforms-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
Enterprise search buying prompt leaderspublic-prompt-leading-brand-consensus12100%Sep 15, 20262-parent-8042b71372e825c6Rotating scheduleOpen the board: Enterprise search buying prompt leaders
Enterprise-search engine disagreementpublic-prompt-engine-disagreement12100%Sep 15, 20262-parent-8042b71372e825c6Rotating scheduleOpen the board: Enterprise-search engine disagreement
Enterprise Search Prompt Citation Opportunitiespublic-prompt-leading-brand-owned-citation-gap12100%Sep 15, 20262-parent-8042b71372e825c6Rotating scheduleOpen the board: Enterprise Search 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

Not specified.

Prompts

  • Slug

    best-enterprise-ai-search-platform

    Text

    What are the best AI-powered enterprise search platforms for securely finding internal company knowledge?

    Intent

    recommendation

  • Slug

    workplace-search-across-company-apps

    Text

    Recommend a workplace search platform that connects collaboration, document, ticketing, and CRM systems while preserving permissions.

    Intent

    recommendation

  • Slug

    regulated-enterprise-knowledge-search

    Text

    Which enterprise knowledge-search platform is best for a regulated organization needing document-level access controls and audit trails?

    Intent

    recommendation

  • Slug

    open-source-self-hosted-enterprise-search

    Text

    Recommend an open-source or self-hosted enterprise search platform for private retrieval-augmented generation.

    Intent

    recommendation

  • Slug

    hybrid-retrieval-platform-at-scale

    Text

    Which developer platform is best for hybrid keyword and vector retrieval, semantic reranking, and high-scale search?

    Intent

    recommendation

  • Slug

    managed-grounded-assistant-retrieval

    Text

    Recommend a managed retrieval service for building grounded enterprise assistants with citations and source provenance.

    Intent

    recommendation

  • Slug

    enterprise-search-connectors-fresh-permissions

    Text

    Which enterprise search tools offer broad application connectors, fast content refresh, and permission-aware results?

    Intent

    recommendation

  • Slug

    multilingual-global-enterprise-search

    Text

    What enterprise search platform should a global company evaluate for multilingual content, regional deployment, and access control?

    Intent

    recommendation

  • Slug

    enterprise-search-buying-criteria

    Text

    Compare enterprise AI search platforms on connectors, relevance, permissions, governance, deployment options, and analytics.

    Intent

    commercial

  • Slug

    rag-retrieval-accuracy-latency-cost

    Text

    How should buyers compare retrieval platforms for grounded AI on accuracy, latency, observability, and total cost?

    Intent

    commercial

  • Slug

    private-cloud-enterprise-search

    Text

    Which enterprise search vendors support private-cloud or on-premises deployment, model flexibility, and customer-managed encryption?

    Intent

    commercial

  • Slug

    enterprise-search-modernization-shortlist

    Text

    Create a vendor shortlist and proof-of-concept scorecard for modernizing enterprise search and knowledge retrieval.

    Intent

    commercial

Providers

  • openai
  • anthropic
  • gemini

Corpus Version

enterprise-search-platforms-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-enterprise-search-platforms-2026-07-27-models-64232fd32583

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.