Tool Teardowns
Teardown

I Let an AI Note-Taker Into Every Meeting for a Month. It Was Mostly Great and Slightly Cursed.

Jun 29, 2026 · 3 min read · by Jordan Kwan

Every meeting tool now ships an AI notetaker that joins your calls, transcribes everything, and emails you "action items" like a helpful intern. I ran one across every meeting I took for 30 days — sales calls, internal syncs, a few investor chats — and kept score. Here's the honest teardown, including the parts the category page won't mention.

What's genuinely solved

Transcription. Full stop. Accuracy on clear audio was near-perfect, speaker labels were right ~90% of the time, and searching a month of calls for "when did we agree on pricing" and getting the exact timestamp is legitimately great. This part of the product is done. It works, it's fast, and I'd miss it if it vanished.

The summaries are also solid for recall. If I skipped a call, the 200-word recap told me what happened accurately enough that I trusted it. That's real value, delivered.

What's a coin flip

Action items. This is where the marketing outruns the model. The tool extracted "action items" from every call, and roughly half were wrong in an instructive way:

  • It turned hypotheticals into commitments. Someone said "we could send that over next week" and it logged "Jordan to send document next week." I never agreed to anything.
  • It missed the actual commitment when it was phrased casually. "Yeah I'll ping him" didn't register as a task.
  • It invented owners. It loves assigning tasks to whoever spoke last, regardless of who actually owns the thing.

The transcript is a record. The action items are a hallucination with a checkbox. Read them like a suspicious editor, not a to-do list.

I stopped trusting the action-item list around week two and started skimming the transcript instead. Faster and more accurate.

The cursed part: social dynamics

Nobody warns you about the vibe. A visible AI bot sitting in the participant list changes how people talk. On three sales calls, the prospect visibly stiffened when the notetaker joined — one asked me to remove it before he'd talk pricing. Candor drops when people know a machine is transcribing them for permanent storage, and for sales that's a direct cost.

I also caught myself performing for the transcript, speaking in cleaner soundbites because I knew it was being logged. That's not always bad, but it's not neutral either. The observer changes the observed.

The privacy footnote everyone ignores

By day 30 there was a searchable, permanent, cloud-hosted archive of every candid thing said in every meeting I took. That's an asset and a liability. If you're recording sales calls, know your two-party consent laws. If you're recording internal strategy, know that "searchable forever" cuts both ways in a lawsuit or a leak. I now announce the bot and kill it for anything sensitive. You should too.

What I'd actually pay for

  • Transcription + search: yes, immediately, worth the whole subscription.
  • Recall summaries: yes, genuinely useful.
  • Action items: only as a draft I manually confirm — never as an automated task-assigner wired into my project tool. That's how phantom commitments end up on someone's plate.

Verdict

The category has quietly solved the hard technical problem (transcription) and is now overselling the easy-sounding-but-actually-hard one (understanding intent and commitment). Use it for the memory. Do not use it for the judgment.

And read the room, literally — a bot in the participant list is a real variable in how the meeting goes, especially when you're trying to sell. Some rooms it belongs in. Some rooms you close the laptop, look the person in the eye, and take notes like it's 2019. The tool is good. Knowing when not to use it is what makes you good.

No hype. Just the transcript.

Written by the team behind Reachium.

We build Reachium — the LinkedIn outreach platform behind the tactics you just read. Same brain, live product.

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