Published method
Public AI Meeting Assistants brand benchmark
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
| Board | Primary measure | Rows | Confidence | Snapshot | Board version | Refresh | Board |
|---|---|---|---|---|---|---|---|
| AI meeting assistants rank | public-prompt-brand-recommendation-presence | 12 | 100% | Oct 2, 2026 | 4-ai-meeting-assistants-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: AI meeting assistants rank |
| AI meeting assistants presence | public-prompt-brand-mention-coverage | 12 | 100% | Oct 2, 2026 | 4-ai-meeting-assistants-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: AI meeting assistants presence |
| AI meeting assistants citation share | public-prompt-brand-citation-share | 12 | 100% | Oct 2, 2026 | 4-ai-meeting-assistants-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: AI meeting assistants citation share |
| AI meeting assistants engine breadth | public-prompt-brand-engine-breadth | 12 | 100% | Oct 2, 2026 | 4-ai-meeting-assistants-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: AI meeting assistants engine breadth |
| AI meeting assistants in OpenAI model API answers | public-prompt-openai-brand-recommendation-presence | 12 | 100% | Oct 2, 2026 | 4-ai-meeting-assistants-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: AI meeting assistants in OpenAI model API answers |
| AI meeting assistants in Anthropic model API answers | public-prompt-anthropic-brand-recommendation-presence | 12 | 100% | Oct 2, 2026 | 4-ai-meeting-assistants-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: AI meeting assistants in Anthropic model API answers |
| AI meeting assistants in Gemini model API answers | public-prompt-gemini-brand-recommendation-presence | 12 | 100% | Oct 2, 2026 | 4-ai-meeting-assistants-2026-07-27-models-64232fd32583 | Rotating schedule | Open 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.
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.