Meeting AI & Notetakers arenaMeeting AI & Notetakers
AI meeting assistants that capture, transcribe, and summarize calls, judged on transcription and speaker-ID quality, bot versus botless capture, summaries and action items, calendar workflows, search across meeting history, sharing controls, CRM and workflow integrations, consent and data-retention posture, and how completely an AI agent can pull transcripts and file follow-ups through documented APIs, webhooks, and MCP servers.
54 user stories · 270 judged cells · updated 2026-09-05 · Evidence as of 2026-09-05
Leaderboard — every product ranked by evidenceLeaderboard
Rank by
| 1 |  Fathomfree-tier vs Fellow ↗ | 61/100 | 38/100 | 37/100 | 24/100 | 20/100 | npm 35.5k/wkpypi 57.5k/wk | 19/29 verified | 39/100 integrity | ||
| 2 |  Fellowfree-tier vs Fathom ↗ | 46/100 | 42/100 | 5/100 | 34/100 | 17/100 | 12/28 verified | 6/100 integrity | |||
| 3 |  Fireflies.aifree-tier vs Fathom ↗ | 42/100 | 44/100 | 0/100 | 32/100 | 15/100 | 14/27 verified | 24/100 integrity | |||
| 4 |  Granolafree-tier vs Fathom ↗ | 35/100 | 63/100 | 0/100 | 14/100 | 17/100 | 16/36 verified | 17/100 integrity | |||
| 5 |  Otter.aifree-tier vs Fathom ↗ | 29/100 | 46/100 | 0/100 | 20/100 | 27/100 | 19/36 verified · 3 disputed | 24/100 integrity |
Best by user type — persona-weighted winnersBest by user type
Per persona, the product with the highest persona-weighted coverage over just that persona's stories — not the same ranking as the overall PA Score leaderboard above.
Story matrix — every product × every judged storyStory matrix
54/54 stories shown · legend
Agent access — MCP, CLI, and API access for agentsAgent access
Agent ops
| Story | Persona | Granola | Fireflies.ai | Otter.ai | Fathom | Fellow |
|---|---|---|---|---|---|---|
| Agent access — MCP, CLI, and API access for agentsAn agent can automatically file each meeting's action items into my project tracker (Linear, Jira, Asana) using the product's API, webhooks, or native automations | ai-native | partialT⚿ 5/10 | partialT 4/10 | partialT⚿ 7/10 | partialT⚿ 6/10 | partialT⚿ 5/10 |
| Agent access — MCP, CLI, and API access for agentsAn official MCP server lets Claude or any MCP client query my meetings — search, transcripts, action items — with OAuth, no glue code | ai-native | fullT⚿ 9/10 | fullT⚿ 8/10 | partialT⚿ 7/10 | fullT⚿ 9/10 | fullT⚿ 9/10 |
| Agent access — MCP, CLI, and API access for agentsMy scripts can pull transcripts, summaries, and action items from every meeting through a documented API with self-serve keys | ai-native | partialT 7/10 | fullT 8/10 | partialT⚿ 4/10 | fullT 9/10 | fullT⚿ 8/10 |
Agenticness — how well agents can access and operate the productAgenticness
Agent access
| Story | Persona | Granola | Fireflies.ai | Otter.ai | Fathom | Fellow |
|---|---|---|---|---|---|---|
| Agenticness — how well agents can access and operate the productPoint an agent at llms.txt or agent-oriented docs | ai-native | fullT⚿ 9/10 | fullT 9/10 | none 0/10 | fullT 9/10 | fullT 8/10 |
| Agenticness — how well agents can access and operate the productRun the product headlessly / in CI for automation | ai-native | partialT⚿ 3/10 | partialT 6/10 | partialT⚿ 4/10 | partialT 6/10 | none 0/10 |
| Agenticness — how well agents can access and operate the productPlug MCP servers into this product so it can use their tools | ai-native | none⚿ 0/10 | none⚿ 0/10 | none⚿ 0/10 | none⚿ 0/10 | none 0/10 |
| Agenticness — how well agents can access and operate the productConnect an agent via an official MCP server | ai-native | fullT⚿ 8/10 | fullT⚿ 9/10 | fullT⚿ 8/10 | fullT⚿ 9/10 | fullT⚿ 9/10 |
| Agenticness — how well agents can access and operate the productUse an official CLI | ai-native | none 0/10 | n/a | n/a | n/a | n/a |
| Agenticness — how well agents can access and operate the productDrive the product through a documented public API | ai-native | fullT⚿ 7/10 | fullT 9/10 | partialT⚿ 4/10 | fullT 9/10 | fullT 8/10 |
| Agenticness — how well agents can access and operate the productIssue scoped/least-privilege API credentials for an agent | ai-native | none⚿ 0/10 | none 0/10 | partialT⚿ 7/10 | none 0/10 | partialC 5/10 |
| Agenticness — how well agents can access and operate the productBuild against official SDKs | ai-native | partialT⚿ 5/10 | none 0/10 | partialT⚿ 4/10 | fullT 9/10 | none 0/10 |
| Agenticness — how well agents can access and operate the productSubscribe to events via webhooks | ai-native | none 0/10 | none 0/10 | partialC 5/10 | fullT 9/10 | fullC 7/10 |
Agentic features
| Story | Persona | Granola | Fireflies.ai | Otter.ai | Fathom | Fellow |
|---|---|---|---|---|---|---|
| Agenticness — how well agents can access and operate the productGet AI-generated insights and suggestions from my data inside the product | ai-native | fullC 8/10 | fullC 7/10 | fullT⚿ 8/10 | fullT⚿ 8/10 | fullT⚿ 8/10 |
| Agenticness — how well agents can access and operate the productSet up automations that run autonomously in the background | ai-native | partialT⚿ 5/10 | partialC 4/10 | partialC 6/10 | partialT⚿ 5/10 | partialC 5/10 |
| Agenticness — how well agents can access and operate the productDelegate tasks to a built-in AI assistant inside the product | ai-native | fullC 7/10 | partialC 4/10 | partialC 6/10 | partialC 3/10 | partialC 4/10 |
| Agenticness — how well agents can access and operate the productOperate the product with natural-language commands | ai-native | fullC 7/10 | fullT⚿ 7/10 | partialT⚿ 6/10 | partialT⚿ 6/10 | partialT⚿ 7/10 |
Api quality
| Story | Persona | Granola | Fireflies.ai | Otter.ai | Fathom | Fellow |
|---|---|---|---|---|---|---|
| Agenticness — how well agents can access and operate the productExplore an interactive API reference with runnable examples | ai-native | none 0/10 | none 0/10 | none 0/10 | partialT 5/10 | partialT 3/10 |
| Agenticness — how well agents can access and operate the productDownload a machine-readable API spec (OpenAPI or equivalent) | ai-native | none 0/10 | none 0/10 | none 0/10 | fullT 8/10 | none 0/10 |
| Agenticness — how well agents can access and operate the productTest against a sandbox environment without touching production data | ai-native | n/a | none 0/10 | n/a | n/a | none 0/10 |
| Agenticness — how well agents can access and operate the productRely on versioned APIs with a documented deprecation policy | ai-native | none 0/10 | none 0/10 | none 0/10 | none 0/10 | none 0/10 |
Automation depth — how much of the product can run unattendedAutomation depth
| Story | Persona | Granola | Fireflies.ai | Otter.ai | Fathom | Fellow |
|---|---|---|---|---|---|---|
| Automation depth — how much of the product can run unattendedPerform bulk operations across many items at once | ai-native | partialT⚿ 4/10 | partialT 4/10 | partialC 4/10 | partialT 4/10 | partialC 5/10 |
| Automation depth — how much of the product can run unattendedDefine rules that trigger actions automatically on events | ai-native | partialC 4/10 | partialC 4/10 | partialC 5/10 | partialC 5/10 | partialC 4/10 |
| Automation depth — how much of the product can run unattendedSchedule recurring jobs or workflows | ai-native | none 0/10 | none 0/10 | partialC 4/10 | none 0/10 | none 0/10 |
| Automation depth — how much of the product can run unattendedVersion, review, and roll back my automations | ai-native | n/a | none 0/10 | n/a | n/a | none 0/10 |
Calendar workflow — stories about calendar workflow in this arenaCalendar workflow
Calendar
| Story | Persona | Granola | Fireflies.ai | Otter.ai | Fathom | Fellow |
|---|---|---|---|---|---|---|
| Calendar workflow — stories about calendar workflow in this arenaI connect Google or Outlook calendar once and control per-meeting-type rules for which meetings get captured automatically | product-manager | none 0/10 | partialC 5/10 | none 0/10 | none 0/10 | partialC 3/10 |
| Calendar workflow — stories about calendar workflow in this arenaI walk into each meeting prepped — the tool surfaces past meetings with the same people and a brief of open threads before the call | founder | partialC 4/10 | none 0/10 | partialC 4/10 | none 0/10 | partialC 5/10 |
Capture recording — stories about capture recording in this arenaCapture recording
Capture
| Story | Persona | Granola | Fireflies.ai | Otter.ai | Fathom | Fellow |
|---|---|---|---|---|---|---|
| Capture recording — stories about capture recording in this arenaThe notetaker reliably captures Zoom, Google Meet, and Microsoft Teams meetings, with recording where I want it | product-manager | fullX 8/10 | partialX 6/10 | disputedD 5/10 | partialC 4/10 | fullC 8/10 |
| Capture recording — stories about capture recording in this arenaCapture and transcribe meetings without a visible bot joining the call — audio is captured from my device so external participants see nothing extra | founder | fullX 9/10 | none 0/10 | partialC 6/10 | partialC 5/10 | fullC 8/10 |
| Capture recording — stories about capture recording in this arenaRecord and transcribe in-person conversations from a mobile app, and those notes land in the same searchable workspace | founder | partialC 6/10 | none 0/10 | partialC 4/10 | none 0/10 | none 0/10 |
Integrations crm — stories about integrations crm in this arenaIntegrations crm
Integrations
| Story | Persona | Granola | Fireflies.ai | Otter.ai | Fathom | Fellow |
|---|---|---|---|---|---|---|
| Integrations crm — stories about integrations crm in this arenaMeeting notes and summaries sync automatically onto the right contact and deal records in my CRM (HubSpot, Salesforce, Attio) | sales-lead | partialC 6/10 | none 0/10 | partialC 5/10 | partialC 5/10 | none 0/10 |
| Integrations crm — stories about integrations crm in this arenaNotes flow into the tools where work happens — Slack channels, Notion pages, and thousands of apps via Zapier | product-manager | fullC 8/10 | none 0/10 | fullT⚿ 8/10 | none 0/10 | none 0/10 |
Meeting memory search — stories about meeting memory search in this arenaMeeting memory search
Memory
| Story | Persona | Granola | Fireflies.ai | Otter.ai | Fathom | Fellow |
|---|---|---|---|---|---|---|
| Meeting memory search — stories about meeting memory search in this arenaAsk questions in natural language across my whole meeting history ("what did we decide about pricing?") and get answers with sources | product-manager | fullT⚿ 7/10 | partialT⚿ 6/10 | fullT⚿ 8/10 | partialT⚿ 6/10 | partialT⚿ 7/10 |
| Meeting memory search — stories about meeting memory search in this arenaSearch across every past meeting — transcripts, summaries, and notes — and jump to the exact moment something was said | product-manager | fullT⚿ 8/10 | partialT⚿ 6/10 | fullT⚿ 8/10 | partialC 5/10 | fullT⚿ 7/10 |
Notes summaries — stories about notes summaries in this arenaNotes summaries
Summaries
| Story | Persona | Granola | Fireflies.ai | Otter.ai | Fathom | Fellow |
|---|---|---|---|---|---|---|
| Notes summaries — stories about notes summaries in this arenaAction items with owners are automatically extracted from the conversation and collected somewhere I can track them | product-manager | none 0/10 | partialC 6/10 | fullT⚿ 8/10 | fullT 8/10 | fullC 8/10 |
| Notes summaries — stories about notes summaries in this arenaShape the notes with custom templates or saved prompts per meeting type (discovery call, 1:1, standup) instead of one generic format | sales-lead | fullC 8/10 | none 0/10 | partialC 4/10 | none 0/10 | none 0/10 |
| Notes summaries — stories about notes summaries in this arenaThe tool drafts my follow-up email from the meeting so I can review and send it in a couple of clicks | sales-lead | fullC 8/10 | none 0/10 | fullC 8/10 | none 0/10 | none 0/10 |
| Notes summaries — stories about notes summaries in this arenaI get a structured summary right after each meeting — key points, decisions, and next steps — good enough to share without editing | product-manager | fullC 7/10 | fullC 7/10 | disputedD 5/10 | fullC 7/10 | fullC 8/10 |
Openness — open source, data portability, and self-hosting storiesOpenness
| Story | Persona | Granola | Fireflies.ai | Otter.ai | Fathom | Fellow |
|---|---|---|---|---|---|---|
| Openness — open source, data portability, and self-hosting storiesDo everything through the API that I can do in the UI | ai-native | partialT⚿ 4/10 | partialT 6/10 | partialT⚿ 4/10 | partialT 5/10 | partialT 5/10 |
| Openness — open source, data portability, and self-hosting storiesExport all of my data in open formats and leave | ai-native | partialX 5/10 | partialT 5/10 | partialC 3/10 | partialT 6/10 | partialC 6/10 |
| Openness — open source, data portability, and self-hosting storiesRead the product's source under an open license | ai-native | none 0/10 | n/a | n/a | none 0/10 | n/a |
| Openness — open source, data portability, and self-hosting storiesSelf-host the core product | ai-native | none 0/10 | n/a | n/a | n/a | n/a |
Pricing plans — plan structure and value — what each tier costs and what it unlocksPricing plans
Pricing
| Story | Persona | Granola | Fireflies.ai | Otter.ai | Fathom | Fellow |
|---|---|---|---|---|---|---|
| Pricing plans — plan structure and value — what each tier costs and what it unlocksStart free and see exactly what each paid tier costs and adds — no "talk to sales" wall for basic use | founder | none 0/10 | partialC 4/10 | partialC 4/10 | partialC 4/10 | none 0/10 |
Privacy consent — stories about privacy consent in this arenaPrivacy consent
Privacy
| Story | Persona | Granola | Fireflies.ai | Otter.ai | Fathom | Fellow |
|---|---|---|---|---|---|---|
| Privacy consent — stories about privacy consent in this arenaThe product ships real consent features — participant notifications, in-meeting disclosure, or admin-enforced transparency — not just a policy PDF | it-admin | partialC 6/10 | partialC 3/10 | none 0/10 | none 0/10 | none 0/10 |
| Privacy consent — stories about privacy consent in this arenaThe vendor documents whether meeting data trains AI models and gives my org an enforceable opt-out, alongside SOC 2 / HIPAA posture | it-admin | partialC 4/10 | none 0/10 | partialX 4/10 | none 0/10 | none 0/10 |
| Privacy consent — stories about privacy consent in this arenaSet retention policies — auto-delete transcripts and recordings on a schedule — and permanently erase data on demand | it-admin | partialC 5/10 | none 0/10 | none 0/10 | none 0/10 | partialC 6/10 |
Privacy posture — data-handling and privacy storiesPrivacy posture
| Story | Persona | Granola | Fireflies.ai | Otter.ai | Fathom | Fellow |
|---|---|---|---|---|---|---|
| Privacy posture — data-handling and privacy storiesChoose where my data is stored (region/residency) | ai-native | none 0/10 | partialC 6/10 | none 0/10 | none 0/10 | none 0/10 |
| Privacy posture — data-handling and privacy storiesPrevent my data from being used to train AI models | ai-native | fullC 8/10 | none 0/10 | partialX 5/10 | none 0/10 | none 0/10 |
| Privacy posture — data-handling and privacy storiesControl data retention and deletion | ai-native | partialC 5/10 | none 0/10 | none 0/10 | none 0/10 | fullC 8/10 |
| Privacy posture — data-handling and privacy storiesOpt out of telemetry and usage tracking | ai-native | partialC 5/10 | none 0/10 | none 0/10 | none 0/10 | none 0/10 |
Sharing collaboration — stories about sharing collaboration in this arenaSharing collaboration
Sharing
| Story | Persona | Granola | Fireflies.ai | Otter.ai | Fathom | Fellow |
|---|---|---|---|---|---|---|
| Sharing collaboration — stories about sharing collaboration in this arenaCut a soundbite or highlight clip from a call and share that moment instead of the whole recording | sales-lead | none 0/10 | none 0/10 | none 0/10 | partialC 5/10 | none 0/10 |
| Sharing collaboration — stories about sharing collaboration in this arenaSharing is controlled — private-by-default notes, granular link/folder/workspace permissions, and admin visibility into what's shared | it-admin | partialC 5/10 | partialC 6/10 | disputedD 4/10 | partialC 4/10 | partialC 5/10 |
Transcription accuracy — stories about transcription accuracy in this arenaTranscription accuracy
Transcription
| Story | Persona | Granola | Fireflies.ai | Otter.ai | Fathom | Fellow |
|---|---|---|---|---|---|---|
| Transcription accuracy — stories about transcription accuracy in this arenaRun meetings in languages other than English — transcription and summaries support many languages and handle language switching | founder | partialC 5/10 | partialC 5/10 | partialX 3/10 | none 0/10 | none 0/10 |
| Transcription accuracy — stories about transcription accuracy in this arenaThe transcript attributes words to the right named speakers (diarization plus real name matching), not just "Speaker 1/2" | product-manager | partialC 6/10 | partialC 4/10 | partialX 4/10 | none 0/10 | none 0/10 |
| Transcription accuracy — stories about transcription accuracy in this arenaThe vendor documents how transcription actually works and its quality (models, accuracy claims, known limits) rather than just saying "AI-powered" | product-manager | none 0/10 | none 0/10 | none 0/10 | none 0/10 | none 0/10 |
Verdict✓ fullclear evidence~ partialwith caveats! disputedevidence conflicts— noneno evidence foundn/aquestion doesn't apply to this kind of product
ProofT probedtested by usX communityusers back itC claimedvendor claim onlyD contradictedevidence disagrees⚿ auth-gatedprobe hit a live sign-in wall — verified reachable, untestable keylessly
quality 0–10 · PA Score /100 · A–D = evidence confidence · full guideAdjacent arenas — categories often shopped togetherAdjacent arenas
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