I tried every AI meeting transcription tool this is the only one I kept

Three weeks ago I sat through a 47-minute investor call, nodding along while mentally calculating how long it would take me to re-listen and pull out the five things that actually mattered. That was the breaking point. I'd been meaning to test these tools for months. Now I had no choice.

The testing setup nobody talks about

I threw eleven transcription tools at the same problem: my actual meetings. Not demo calls with perfect audio. Real conversations where someone's kid screams in the background, where three people talk over each other, where the connection drops for two seconds and someone says "can you repeat that" and then nobody does.

Here's what I tested: Otter, Fireflies, Grain, Fathom, tl;dv, Read.ai, Krisp (they added transcription), MeetGeek, Sembly, Avoma, and Tactiq. I ran each one through at least six meetings over two weeks. Some tools I'd tried before. Most I hadn't touched since their last major update.

I went in thinking the main difference would be accuracy. I was completely wrong about that.

Accuracy is table stakes now. All of them got the words right about 92-96% of the time with decent audio. The differences that actually matter are things I never would have guessed: how the tool handles silence, what it does when you don't have permission to record, how long it takes to generate a summary, and whether that summary is usable or garbage.

What failed and why

Otter was my default for years. I kept it running out of habit. But somewhere in the last eighteen months it got slow. Not the transcription — that's still fast. The app itself. Opening a transcript, searching for something, scrolling through a long meeting. Everything felt like it was running through honey. I timed it: 4.2 seconds to load a 40-minute transcript. That doesn't sound bad until you're doing it fifteen times a day.

Fireflies had the opposite problem. Fast, clean interface, but the AI summaries were consistently useless. I'd get these perfectly formatted bullet points that somehow missed the one thing that actually got decided. Beautiful presentation of nothing.

Grain is built for sales teams pulling clips. If you're not doing that, you're paying for features you'll never touch. Same with Avoma and Sembly — powerful, but the complexity is exhausting if you just need transcripts and summaries.

Read.ai kept trying to coach me on my speaking patterns. I didn't ask for that. I don't want a tool that's judging my "engagement level" while I'm trying to remember what my client said about the deadline.

Tactiq only works inside Chrome as an extension. The moment I needed to record a phone call or an in-person conversation, it was useless.

The one I actually kept

Fathom. And I almost skipped it because the name is forgettable and the marketing is boring.

Here's what got me: the summary appears before the meeting ends. Not immediately after. Not "within minutes." During the call, as things happen, it's already pulling out the key points. I finished a 35-minute call, ended the Zoom, and the summary was sitting in my inbox before I could alt-tab to check.

The free tier is genuinely usable. Unlimited transcription, unlimited recordings, summaries included. Most tools give you like 300 minutes and then suddenly you're paying $30 a month. Fathom's paid tier adds team features and CRM integrations I don't need. I've been using it free for two weeks straight.

Accuracy was in the 94-95% range, same as everything else. But the speaker identification was noticeably better. On a call with four people, Otter kept confusing two of them. Fathom got it right from minute three onward.

The thing nobody mentions about meeting transcription

Here's the kick: the transcript isn't the product. The search is.

I figured this out by accident. I was trying to find something a client said three weeks ago about their budget. Searched "budget" in Otter — got 47 results across 12 meetings. Searched in Fathom — got 8 results, ranked by relevance, with the exact clip ready to play.

Most people evaluate these tools by running one meeting and seeing if the words are right. That's the wrong test. The right test is: two months from now, can you find the thing you need in under thirty seconds?

I went back through my Fathom archive looking for every time someone mentioned a specific feature request. Found them all in about three minutes. Tried the same thing in Fireflies (which I'd used for some of those same calls). Gave up after eight minutes of scrolling.

This changes how I even think about meetings now. I know I can say "we talked about X in that call with Sarah" and actually retrieve it later. That's not transcription. That's a second brain for conversations.

What I'm still not sure about

Fathom only works with Zoom, Google Meet, and Microsoft Teams. If you do calls on Discord or phone or anything else, you're stuck. I've had to skip recording maybe 15% of my conversations because of this.

The mobile experience is also thin. There's an app, but it's mostly for reviewing transcripts, not recording in-person stuff. I tried using Voice Memos and uploading to Otter for those situations. Works okay. Annoying that I need two tools.

And honestly, I wonder if this will last. These AI features are getting commoditized fast. Zoom added their own AI summaries a few months ago. Google's doing the same. Maybe in a year the standalone tools won't make sense anymore.

But right now, today, with how these things actually perform when you're not reading a press release — Fathom is the one sitting in my dock. I deleted four other transcription apps last week. Felt good, actually. Like clearing out a drawer full of tools that almost worked but never quite did.

I keep wondering when the big platforms will catch up enough that tools like this become unnecessary. Or if they ever will.

Heads up: Some links in this post may be affiliate links. I only recommend tools I've personally tested. Opinions are entirely my own.