Evidence · first-party tested/Best AI Meeting Notetakers for Accurate Transcripts, Summaries, and Action Items
Granola’s note search returns exact-match results with navigation: a query for 'api' produced a 1/1 hit and highlighted the matched word in the transcript, so keyword lookup works directly inside the meeting note.
What was measured
Search Across Notes
Finds a moment or decision by keyword or question.
context, not decisivecapability
Search helps users find past moments and decisions, but it is a retrieval feature rather than proof that the tool captured the meeting well. (3 of 3 judges)
What was given, what came back
Test input: AI Demos Daily Standup — 31 July 2026 · image · group: ai-meeting-notetaker
Input — what we sent
AI Demos Daily Standup — 31 July 2026
A real 25-minute technical engineering daily standup with 14 attendees and about 10 active speakers, used as the single parallel-capture meeting for evaluating AI meeting notetakers on transcription, diarization, summaries, action items, search/chat, and collaboration features.
Why this input is hard
- · Transcription accuracy for real names, tool names, numbers, and technical jargon
- · Speaker diarization across multiple active speakers
- · Robustness to overlapping speech, crosstalk, and rapid turn-taking
- · Join reliability for bot-based and botless capture
- · Summary quality on identical source material
- · Action-item extraction with correct owners and commitments
- · Topic segmentation of standup updates
- · Search and chat grounded in the meeting content
- · Sharing, API, MCP, integrations, plan limits, languages, and privacy feature coverage
Output — unretouched
Also checked on this input — same tool, 8 other criteria
Action-Item Extraction✓ WorkedGranola extracts concrete next steps with ownership: the visible action item says to create a subtask and add details, names Mahreen Fathima as owner, and marks the item for same-day follow-up; the report says the extracted list contained no false positives.Chat with Notes / Ask Questions✓ WorkedThe chat/Q&A surface gives grounded answers from the meeting record: on the tool-access question it says access was confirmed that day, cites both the notes and transcript, and identifies rerunning testing as the next step.Editability◐ MixedGranola supports editing the summary layer, but transcript text is not editable in-app; the report describes transcript correction as locked by design, so users can fix notes and action items but not the underlying transcript.Join Method & Reliability✓ WorkedThe botless desktop capture recorded the full ~25-minute meeting end-to-end without visible dropouts; the transcript reaches the call’s closing lines, indicating uninterrupted capture rather than a mid-call failure.Speaker Diarization✗ FailedGranola’s default capture does not attribute speakers: the settings panel shows Speaker tags switched off, and the transcript excerpt is a plain text wall with no speaker labels, so diarization is absent unless the user manually enables it.Summary Quality✓ WorkedGranola produces skimmable summaries with named sections; the meeting output is organized into at least three top-level sections, including Use Case Status and Review Progress, Tool Research and Publishing, and Access Tracker Updates.Topic Segmentation✓ WorkedThe notes are split into named topic sections instead of one long blob; the published section header 'Diagram Animation and Other Use Cases' and the report’s multi-section summary structure show logical breakpoints for navigation.Transcription Accuracy✗ FailedOn this 25-minute, multi-speaker standup, Granola’s transcript quality is unreliable: the published excerpt shows garbled phrasing and mistranscribed wording, and the report says the mishearing pattern recurs across early, middle, and late sections rather than being isolated to one moment.
Provenance
- Observation
- a5c429f5-458e-4d15-807a-a871c71e38be
- Evidence run
- ace58582-3d1e-48ee-996c-9b3cd03f27a2
- Study
- AI Meeting Notetakers — Capture Accurate Transcripts, Summaries & Action Items From Live Calls
- Research task
- 86baxegnv
- Tested at
- not recorded
- Source
- first-party
- Evidence state
- verified
- Proof shown
- input + output shown
- Cost / latency
- not captured
- Repeat run
- not captured
- Tester
- not captured
The last three rows are honest blanks, not placeholders — our capture has no field for them yet.
Query this
get_evidence({
tool: "granola",
scenario: "ai-meeting-notetaker"
})MCP · mcp.aidemos.com/api/mcp
Free with attribution.
Same input, same check — 7 other tools
measured on Search Across Notes
Fathom✓ WorkedTranscript search supports keyword lookup and returns a matched snippet for "API," surfacing the relevant moment and the linked action item "Create subtasks for API benchmarking; tag Divya on completion."Fellow✓ WorkedTranscript search works with exact timestamp retrieval for matching terms, letting users jump to precise moments within the meeting; the report notes cross-meeting search was untested.Fireflies.ai✓ WorkedTranscript search worked with exact-match retrieval: a Ctrl+F query for 'API' returned 1/1 match at 20:42 with the hit highlighted and a clickable timestamp.HappyScribe⚠ StruggledThere is no dedicated transcript search UI, so direct keyword lookup across notes is not available from the transcript view and is only routed indirectly through AI Chat.MeetGeek✓ WorkedIt supports transcript search with precise retrieval: searching for "api" surfaces the matching text in context and the report says timestamps are returned to within a few seconds.Notta◐ MixedSearch works inside a meeting transcript through AI Chat and returns exact timestamps in plain text, but the timestamps are not clickable, and the report says this was not tested across meetings.Otter.ai◐ MixedOtter does not show a direct transcript keyword-search workflow in the transcript view; lookup is routed through AI Chat instead, where a natural-language timestamp question returned a specific answer at 0:07:06.
This evidence is published in
Real inputs and real outputs, no retouching · every cell queryable via API & MCP · aidemos.com