Run all three on the same meetings for two weeks. Same calls, three summaries, compare. It takes an hour to set up and the answer will be obvious. Otter, Fireflies, and Fathom look identical on a feature page. They are not identical after a month of your actual meetings. The best AI tool for your use case here is the one whose summaries you would actually read, so do not buy on feature lists.
Otter has been around longest, and the transcription is battle-tested. Fireflies plays nicest with the most meeting platforms and has the deepest integration list. Fathom wins fans on summary quality, and its free tier is actually useful instead of a teaser. Deciding factors: which meeting platform you live on, whether summaries need to land in your CRM automatically, and how your team feels about a bot joining calls. That last one matters more than vendors admit. Some clients find it weird.
Test action-item extraction specifically, with a real messy meeting. Everyone transcribes now. The winners turn rambling discussions into assigned tasks with owners and deadlines. That is the feature that saves hours. And if your meetings touch legal, financial, or health topics, do the security review before the pilot: data retention, compliance certifications. Getting that wrong is worse than taking notes by hand. Then if you switch, an AI tool pricing comparison at your real seat count plus a tool migration checklist for SaaS does the job: export old transcripts, map integrations, tell the team before the bot shows up unannounced.
I compare AI meeting assistants and 210 other matchups at aitoolguide.fyi. Building a meeting tool? Sponsored placements reach buyers mid-decision.