AI meeting assistants for project managers in 2026: tested the main options on real multi-team calls
At this point I'm just annoyed. My calls regularly have 8 to 12 people from different teams and time zones. The number of tools that confidently market themselves and then produce a wall of unlabeled text the moment more than four people are talking is genuinely embarrassing.
The specific failure: speaker diarization breaking completely. Everyone becomes "Speaker 1." Summaries built on that are useless because the tool doesn't know who decided what or who owns which item.
Tested the main options on real project calls:
Otter.ai: Transcription okay, diarization breaks down noticeably past 5-6 speakers. Becomes unreliable for accountability purposes.
Fellow AI: Pushes meeting action items to Asana, Jira, HubSpot, and other tools automatically. Covers Zoom, Teams, Google Meet, Slack.
Read.ai: Similar story, attribution inconsistent in large calls, action items lose ownership.
Fireflies.ai: Attribution works in smaller calls, falls apart in larger multi-department sessions.
TL;DV: Decent for sales calls, attribution degrades on large calls with overlapping speakers.
The tools that look the same in a two-person demo look very different on a real 10-person project review. That's the whole test.