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.
| Board | Primary measure | Rows | Confidence | Freshness | Board version | Cadence | Evidence |
|---|---|---|---|---|---|---|---|
| AI Meeting Assistant Rankai-meeting-assistant-brand-rank | public-prompt-brand-recommendation-presence | 12 | 100% | current | 4-ai-meeting-assistants-2026-07-27-models-64232fd32583 | daily | Open board → |
| AI Meeting Assistants Brand Visibilityai-meeting-assistants-brand-visibility | public-prompt-brand-mention-coverage | 12 | 100% | current | 4-ai-meeting-assistants-2026-07-27-models-64232fd32583 | daily | Open board → |
| AI Meeting Assistants Citation Shareai-meeting-assistants-brand-citation-share | public-prompt-brand-citation-share | 12 | 100% | current | 4-ai-meeting-assistants-2026-07-27-models-64232fd32583 | daily | Open board → |
| AI Meeting Assistants Engine Breadthai-meeting-assistants-brand-engine-breadth | public-prompt-brand-engine-breadth | 12 | 100% | current | 4-ai-meeting-assistants-2026-07-27-models-64232fd32583 | daily | Open board → |
| AI Meeting Assistants Brands in OpenAI Model API Answersai-meeting-assistants-brand-openai-visibility | public-prompt-openai-brand-recommendation-presence | 12 | 100% | current | 4-ai-meeting-assistants-2026-07-27-models-64232fd32583 | daily | Open board → |
| AI Meeting Assistants Brands in Anthropic Model API Answersai-meeting-assistants-brand-anthropic-visibility | public-prompt-anthropic-brand-recommendation-presence | 12 | 100% | current | 4-ai-meeting-assistants-2026-07-27-models-64232fd32583 | daily | Open board → |
| AI Meeting Assistants Brands in Gemini Model API Answersai-meeting-assistants-brand-gemini-visibility | public-prompt-gemini-brand-recommendation-presence | 12 | 100% | current | 4-ai-meeting-assistants-2026-07-27-models-64232fd32583 | daily | Open 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.