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Published method

Public AI Meeting Assistants brand benchmark

Ranks a reviewed AI Meeting Assistants brand universe using a fixed, public set of neutral commercial prompts across 3 AI providers.

4-ai-meeting-assistants-2026-07-27-models-64232fd32583

Version

Jul 27, 2026

Published

7

Boards

public-ai-meeting-assistants

Method ID

Where the facts come from

Providers
  • Provider

    openai

    Configured Model

    openai/gpt-4o-mini

  • Provider

    anthropic

    Configured Model

    anthropic/claude-haiku-4-5

  • Provider

    gemini

    Configured Model

    google/gemini-2.5-flash

Provider Views
  • Provider

    openai

    Board Slug

    ai-meeting-assistants-brand-openai-visibility

    Primary Metric Slug

    public-prompt-openai-brand-recommendation-presence

  • Provider

    anthropic

    Board Slug

    ai-meeting-assistants-brand-anthropic-visibility

    Primary Metric Slug

    public-prompt-anthropic-brand-recommendation-presence

  • Provider

    gemini

    Board Slug

    ai-meeting-assistants-brand-gemini-visibility

    Primary Metric Slug

    public-prompt-gemini-brand-recommendation-presence

Provider Matrix Version

64232fd32583

How the order is produced

recommendation-prompt presence descending; mention coverage, engine breadth, mention share, citation share, then entity slug

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

BoardPrimary measureRowsConfidenceSnapshotBoard versionRefreshBoard
AI meeting assistants rankpublic-prompt-brand-recommendation-presence12100%Oct 2, 20264-ai-meeting-assistants-2026-07-27-models-64232fd32583Rotating scheduleOpen the board: AI meeting assistants rank
AI meeting assistants presencepublic-prompt-brand-mention-coverage12100%Oct 2, 20264-ai-meeting-assistants-2026-07-27-models-64232fd32583Rotating scheduleOpen the board: AI meeting assistants presence
AI meeting assistants citation sharepublic-prompt-brand-citation-share12100%Oct 2, 20264-ai-meeting-assistants-2026-07-27-models-64232fd32583Rotating scheduleOpen the board: AI meeting assistants citation share
AI meeting assistants engine breadthpublic-prompt-brand-engine-breadth12100%Oct 2, 20264-ai-meeting-assistants-2026-07-27-models-64232fd32583Rotating scheduleOpen the board: AI meeting assistants engine breadth
AI meeting assistants in OpenAI model API answerspublic-prompt-openai-brand-recommendation-presence12100%Oct 2, 20264-ai-meeting-assistants-2026-07-27-models-64232fd32583Rotating scheduleOpen the board: AI meeting assistants in OpenAI model API answers
AI meeting assistants in Anthropic model API answerspublic-prompt-anthropic-brand-recommendation-presence12100%Oct 2, 20264-ai-meeting-assistants-2026-07-27-models-64232fd32583Rotating scheduleOpen the board: AI meeting assistants in Anthropic model API answers
AI meeting assistants in Gemini model API answerspublic-prompt-gemini-brand-recommendation-presence12100%Oct 2, 20264-ai-meeting-assistants-2026-07-27-models-64232fd32583Rotating scheduleOpen the board: AI meeting assistants in Gemini model API answers

Versioned contract

Complete measurement ledger

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

Category

ai-meeting-assistants

Providers

  • Provider

    openai

    Configured Model

    openai/gpt-4o-mini

  • Provider

    anthropic

    Configured Model

    anthropic/claude-haiku-4-5

  • Provider

    gemini

    Configured Model

    google/gemini-2.5-flash

Cost Policy

Cost Basis

Provider-reported LLM cost returned by the existing AI Rank provider/cache layer.

Maximum Daily Billed Cost Usd

2.00

Maximum Daily Provider Calls

60

Maximum Daily Provider Attempts Including Retries

72

Limitations

  • This is one response per prompt/provider pair in each run; model output can vary between runs.
  • The fixed 16-prompt AI Meeting Assistants category does not estimate general market share or brand awareness.
  • Presence share and citation share are relative only to the reviewed 12-brand universe; untracked brands are excluded from those denominators.
  • OpenAI, Anthropic, and Google are both evaluated brands and configured model providers; no self-provider bias correction is applied.

Rank Formula

recommendation-prompt presence descending; mention coverage, engine breadth, mention share, citation share, then entity slug

Answer Policy

Published Evidence

answer hashes, deterministic bounded brand counts, and deduplicated URL-derived citation counts

Full Provider Answers Published

No

Full Provider Answers Stored In Public Index

No

Corpus Version

ai-meeting-assistants-2026-07-27

Provider Views

  • Provider

    openai

    Board Slug

    ai-meeting-assistants-brand-openai-visibility

    Primary Metric Slug

    public-prompt-openai-brand-recommendation-presence

  • Provider

    anthropic

    Board Slug

    ai-meeting-assistants-brand-anthropic-visibility

    Primary Metric Slug

    public-prompt-anthropic-brand-recommendation-presence

  • Provider

    gemini

    Board Slug

    ai-meeting-assistants-brand-gemini-visibility

    Primary Metric Slug

    public-prompt-gemini-brand-recommendation-presence

Runner Version

4

Canonical Brands

  • Name

    Otter.ai

    Aliases
    • Otter.ai
    • Otter AI Meeting Agent
    Entity Slug

    otter-ai

    Primary Domain

    otter.ai

    Citation Domains
    • otter.ai
    • help.otter.ai
    Case Sensitive Aliases
    • Name

      Fireflies.ai

      Aliases
      • Fireflies.ai
      • Fireflies AI Notetaker
      Entity Slug

      fireflies-ai

      Primary Domain

      fireflies.ai

      Citation Domains
      • fireflies.ai
      • guide.fireflies.ai
      Case Sensitive Aliases
      • Name

        Fathom

        Aliases
        • Fathom
        • Fathom AI Notetaker
        Entity Slug

        fathom

        Primary Domain

        fathom.video

        Citation Domains
        • fathom.video
        • help.fathom.video
        Case Sensitive Aliases
        • Fathom
      • Name

        Avoma

        Aliases
        • Avoma
        • Avoma Conversation Intelligence
        Entity Slug

        avoma

        Primary Domain

        avoma.com

        Citation Domains
        • avoma.com
        • help.avoma.com
        Case Sensitive Aliases
        • Name

          tl;dv

          Aliases
          • tl;dv
          • tldv
          Entity Slug

          tldv

          Primary Domain

          tldv.io

          Citation Domains
          • tldv.io
          Case Sensitive Aliases
          • tl;dv
        • Name

          Read AI

          Aliases
          • Read AI
          • Read Meeting Assistant
          Entity Slug

          read-ai

          Primary Domain

          read.ai

          Citation Domains
          • read.ai
          • support.read.ai
          Case Sensitive Aliases
          • Read AI
        • Name

          Grain

          Aliases
          • Grain
          • Grain AI Notes
          Entity Slug

          grain

          Primary Domain

          grain.com

          Citation Domains
          • grain.com
          • help.grain.com
          Case Sensitive Aliases
          • Grain
        • Name

          Fellow

          Aliases
          • Fellow
          • Fellow AI Meeting Assistant
          Entity Slug

          fellow

          Primary Domain

          fellow.app

          Citation Domains
          • fellow.app
          • help.fellow.app
          Case Sensitive Aliases
          • Fellow
        • Name

          Sembly AI

          Aliases
          • Sembly AI
          • Sembly Meeting Assistant
          Entity Slug

          sembly-ai

          Primary Domain

          sembly.ai

          Citation Domains
          • sembly.ai
          Case Sensitive Aliases
          • Name

            Supernormal

            Aliases
            • Supernormal
            • Supernormal AI Notes
            Entity Slug

            supernormal

            Primary Domain

            supernormal.com

            Citation Domains
            • supernormal.com
            Case Sensitive Aliases
            • Name

              Krisp

              Aliases
              • Krisp
              • Krisp AI Meeting Assistant
              Entity Slug

              krisp

              Primary Domain

              krisp.ai

              Citation Domains
              • krisp.ai
              • help.krisp.ai
              Case Sensitive Aliases
              • Krisp
            • Name

              Zoom AI Companion

              Aliases
              • Zoom AI Companion
              • AI Companion
              Entity Slug

              zoom-ai-companion

              Primary Domain

              zoom.com

              Citation Domains
              • zoom.com
              • support.zoom.com
              Case Sensitive Aliases
              • AI Companion

            Benchmark Version

            4-ai-meeting-assistants-2026-07-27-models-64232fd32583

            Evaluation Surface

            Search

            A common Rank.ai web-search tool is available to all three configured models.

            Gateway

            Rank.ai's configured OpenRouter-compatible gateway

            Not Consumer Products

            Results measure the configured model/API runs, not the ChatGPT, Claude, or Gemini consumer application interfaces.

            Strict Completeness

            Prompt Count

            16

            Provider Count

            3

            Required Successful Runs

            48

            Measurement Semantics

            Confidence

            A value of 1.0 means the complete frozen cohort passed the deterministic extraction and publication gates; it is not a statistical confidence interval.

            Citation Share Denominator

            Distinct answer-level HTTP(S) citation URLs whose URL-derived hostname matches any reviewed brand domain.

            Presence Share Denominator

            The sum of reviewed-brand answer-presences. One answer may contribute presence to multiple brands.

            Mention Coverage Denominator

            48 answers: all 16 prompts multiplied by 3 configured providers.

            Provider Citation Share Denominator

            Distinct reviewed-brand-domain citations within the named configured model API provider's 20-answer cohort.

            Recommendation Presence Denominator

            24 answers: recommendation-intent prompts multiplied by 3 configured providers.

            Provider Mention Coverage Denominator

            16 prompts for the named configured model API provider.

            Provider Recommendation Presence Denominator

            8 recommendation-intent prompts for the named configured model API provider.

            Provider Matrix Version

            64232fd32583

            Recommendation Semantics

            Presence means mentioned or cited in an answer to a recommendation-intent prompt. It does not claim positive recommendation, endorsement, or sentiment.

            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.