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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.

Version
4-ai-meeting-assistants-2026-07-27-models-64232fd32583
Published
Jul 27, 2026
Live boards
7
Method ID
public-ai-meeting-assistants

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

  • 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 Meeting Assistant Rankai-meeting-assistant-brand-rankpublic-prompt-brand-recommendation-presence12100% current4-ai-meeting-assistants-2026-07-27-models-64232fd32583dailyOpen board →
AI Meeting Assistants Brand Visibilityai-meeting-assistants-brand-visibilitypublic-prompt-brand-mention-coverage12100% current4-ai-meeting-assistants-2026-07-27-models-64232fd32583dailyOpen board →
AI Meeting Assistants Citation Shareai-meeting-assistants-brand-citation-sharepublic-prompt-brand-citation-share12100% current4-ai-meeting-assistants-2026-07-27-models-64232fd32583dailyOpen board →
AI Meeting Assistants Engine Breadthai-meeting-assistants-brand-engine-breadthpublic-prompt-brand-engine-breadth12100% current4-ai-meeting-assistants-2026-07-27-models-64232fd32583dailyOpen board →
AI Meeting Assistants Brands in OpenAI Model API Answersai-meeting-assistants-brand-openai-visibilitypublic-prompt-openai-brand-recommendation-presence12100% current4-ai-meeting-assistants-2026-07-27-models-64232fd32583dailyOpen board →
AI Meeting Assistants Brands in Anthropic Model API Answersai-meeting-assistants-brand-anthropic-visibilitypublic-prompt-anthropic-brand-recommendation-presence12100% current4-ai-meeting-assistants-2026-07-27-models-64232fd32583dailyOpen board →
AI Meeting Assistants Brands in Gemini Model API Answersai-meeting-assistants-brand-gemini-visibilitypublic-prompt-gemini-brand-recommendation-presence12100% current4-ai-meeting-assistants-2026-07-27-models-64232fd32583dailyOpen 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.

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 daily response per prompt/provider pair; 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.