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Published method

Public AI Meeting Assistants 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-fb2ac95ba7d43426

Version

Jul 27, 2026

Published

3

Boards

ai-meeting-assistants-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 meeting assistants buying prompt leaderspublic-prompt-leading-brand-consensus16100%Oct 2, 20262-parent-fb2ac95ba7d43426Rotating scheduleOpen the board: AI meeting assistants buying prompt leaders
AI meeting assistants engine disagreementpublic-prompt-engine-disagreement16100%Oct 2, 20262-parent-fb2ac95ba7d43426Rotating scheduleOpen the board: AI meeting assistants engine disagreement
AI meeting assistants prompt citation opportunitiespublic-prompt-leading-brand-owned-citation-gap16100%Oct 2, 20262-parent-fb2ac95ba7d43426Rotating scheduleOpen the board: AI meeting assistants 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-ai-meeting-assistant

    Text

    Which AI meeting assistants are best for accurate transcription, useful summaries, decisions, action items, and searchable meeting memory?

    Intent

    recommendation

  • Slug

    ai-meeting-assistant-enterprise

    Text

    Recommend an AI meeting assistant for a global enterprise that needs administration, retention controls, security, compliance, and data residency.

    Intent

    recommendation

  • Slug

    ai-meeting-assistant-sales

    Text

    Which AI meeting assistants are strongest for sales calls, coaching, CRM updates, follow-up drafts, deal signals, and account handoffs?

    Intent

    recommendation

  • Slug

    ai-meeting-assistant-product-teams

    Text

    Recommend an AI meeting assistant for product and engineering teams that need decisions, technical context, tasks, and project-tool integrations.

    Intent

    recommendation

  • Slug

    ai-meeting-assistant-multilingual

    Text

    Which AI meeting assistants are best for multilingual teams that need high transcription accuracy, speaker identification, translation, and summaries?

    Intent

    recommendation

  • Slug

    ai-meeting-assistant-flexible-capture

    Text

    Recommend an AI meeting assistant that can capture calls and in-person conversations with clear consent controls and flexible recording modes.

    Intent

    recommendation

  • Slug

    ai-meeting-assistant-knowledge-search

    Text

    Which AI meeting assistants provide the strongest cited search across past conversations, decisions, topics, people, projects, and follow-up work?

    Intent

    recommendation

  • Slug

    ai-meeting-assistant-small-team

    Text

    Recommend an affordable AI meeting assistant for a small team that needs fast setup, reliable notes, shared templates, and transparent limits.

    Intent

    recommendation

  • Slug

    ai-meeting-assistant-buying-criteria

    Text

    Compare AI meeting assistants on transcription, summaries, search, actions, integrations, analytics, administration, privacy, and support.

    Intent

    commercial

  • Slug

    ai-meeting-assistant-accuracy-test

    Text

    Create a reproducible evaluation for AI meeting assistants covering word accuracy, speakers, jargon, decisions, action items, and hallucinations.

    Intent

    commercial

  • Slug

    ai-meeting-assistant-security

    Text

    Compare AI meeting assistants on consent, recording disclosure, encryption, retention, model training, deletion, audit logs, access, and data residency.

    Intent

    commercial

  • Slug

    ai-meeting-assistant-integrations

    Text

    Compare AI meeting assistants on calendar, conferencing, messaging, CRM, project management, document, automation, API, and webhook integrations.

    Intent

    commercial

  • Slug

    ai-meeting-assistant-pricing

    Text

    How should a buyer compare AI meeting assistant pricing across seats, recording hours, storage, uploads, intelligence features, and enterprise controls?

    Intent

    commercial

  • Slug

    ai-meeting-assistant-proof-of-concept

    Text

    Design a proof-of-concept scorecard for AI meeting assistants using real calls, difficult audio, domain vocabulary, workflows, and user adoption.

    Intent

    commercial

  • Slug

    ai-meeting-assistant-lock-in

    Text

    Which criteria expose transcript, recording, summary, workspace, integration, export, API, and retention lock-in in an AI meeting assistant?

    Intent

    commercial

  • Slug

    ai-meeting-assistant-shortlist

    Text

    Create a shortlist of AI meeting assistant vendors for a regulated company replacing manual notes across customer and internal meetings.

    Intent

    commercial

Providers

  • openai
  • anthropic
  • gemini

Corpus Version

ai-meeting-assistants-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-meeting-assistants-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.