- What an AI Meeting Assistant Is
- The Dominant Model: Capture and Post-Meeting Summary
- The Active-Participant Model: What It Does Differently
- Jarvey: What the Active-Participant Model Looks Like in Practice
- Which Model Is Right for Your Team?
- Frequently Asked Questions
Many AI meeting assistants focus on capturing your conversation and sending a summary when it ends. That summary is useful. But if you've already tried one of these tools, you may know the problem a record alone doesn't solve. The transcript arrives, the action items sit in a document, and at the next call you're asking the same questions because the work hasn't moved.
That gap points to two different jobs for an AI meeting assistant: recording what happened and helping the team move work forward. The distinction isn't whether the assistant can speak. Some tools built around notes can already answer aloud. It's whether the assistant also helps with the meeting's process and follows up with owners afterward.
What an AI Meeting Assistant Is
An AI meeting assistant is a tool that helps teams capture, understand or act on their conversations. Depending on the tool, it may join the call as a participant or capture the conversation through a desktop app. Common uses include transcription, summaries and finding information from earlier discussions.
Some assistants also take a role in the meeting itself. They can answer questions aloud or, with the team's chosen settings, ask about the agenda and work that needs an owner.
These are different kinds of help. A searchable record helps you remember a decision. A question about ownership helps the team decide who will take the next step. The useful question is where your team needs support.
The Dominant Model: Capture and Post-Meeting Summary
Fireflies, Otter and Fathom are tools built around meeting capture, notes and summaries. All three can join calls as bots in the participant list. Fireflies and Otter also offer bot-free desktop capture.
They aren't all silent. Talk to Fireflies can answer aloud with voice responses enabled, and Otter Meeting Agent responds to “Hey Otter.” Fathom does not speak in the call. Our Fireflies, Otter, Fathom and Jarvey comparison covers those differences.
Capture and summaries are useful. You can spend less time taking notes, help people catch up on a missed discussion and keep a record of what was said.
But recording a conversation and answering questions about it don't, by themselves, resolve how the group works.
If the conversation drifts, a record preserves that detour. If the group agrees that something needs doing without naming an owner, a summary can capture the agreement while leaving the assignment unresolved. Someone still needs to ask who will take it.
Why Teams Hit a Ceiling With These Tools
For teams with frequent calls, transcription may no longer be the bottleneck. The conversation is recorded, and the summary is available. The harder part is turning agreements into work that someone owns and follows through on.
A summary gives the team something to refer to. It doesn't, on its own, settle ownership or chase the person responsible. If those are the gaps you're hitting, improving the notes addresses only part of the problem.
The Active-Participant Model: What It Does Differently
The active-participant approach adds help with the meeting's process and the work that follows. Visibility and voice matter, but neither is enough to define the difference. Other assistants also appear in the participant list, and some answer aloud.
With Jarvey, the distinction is its optional process prompts and follow-up with owners. That changes three things in particular.
It Helps With the Meeting While It Happens
By default, Jarvey stays quiet until someone says “Jarvey.” It then answers aloud to the whole room, using web search or what was said in the team's earlier calls. The group can ask for context while the discussion is happening.
Teams can also turn on process prompts. Jarvey can ask what the meeting is about at the start. If the conversation drifts from the agenda, it can ask whether to add the topic or return to the agenda.
Those prompts are off by default.
It Asks Who Will Take Unowned Work
When a group agrees that work needs doing but nobody takes responsibility, Jarvey can ask who will take it. This is another optional process prompt, off by default.
That question gives the people in the meeting a chance to assign the work while they share the context. Jarvey asks; the team decides who will own it.
This isn't a full readback of every commitment, owner and deadline before everyone hangs up. It's a focused question about agreed work that has no owner.
It Pushes Tasks and Follows Up After
After the call, Jarvey writes to Notion, Jira, Linear, Trello, Slack and Telegram. That lets the team carry meeting outcomes into the places where it works.
For follow-up, the team chooses private Slack DMs or email. Jarvey reminds owners politely the first time and more firmly before the next call.
When work is overdue, Jarvey can also post in a Slack channel the team picks. The follow-up goes beyond keeping a record: Jarvey contacts the people responsible and can bring overdue work back to the team's attention.
Jarvey: What the Active-Participant Model Looks Like in Practice
Jarvey joins Google Meet, Zoom and Microsoft Teams as a visible, named participant everyone sees. By default, it stays quiet until someone says “Jarvey,” then answers aloud to the whole room using web search or context from the team's earlier calls.
Teams can turn on prompts that ask what the meeting is about, ask whether to add a drifting topic or return to the agenda, and ask who will take agreed work that has no owner. All of these prompts are off by default.
Afterward, Jarvey writes to Notion, Jira, Linear, Trello, Slack and Telegram. It follows up with owners through the team's choice of private Slack DMs or email, with the option to post overdue work in a chosen Slack channel.
The difference is the scope of help: answering questions, optionally helping the group manage the discussion and ownership, then following up after everyone leaves.
Which Model Is Right for Your Team?
A tool focused on capture and summaries makes sense if your main need is a reliable record, searchable transcripts or notes for people who couldn't attend. Voice answers may also be useful when the group wants to ask about the conversation.
An active-participant approach makes sense if the gap you're hitting is follow-through. If agreements regularly leave the call without an owner, Jarvey can ask who will take them. If discussions drift, its optional agenda prompt can ask the team how to proceed. If owners need reminders, Jarvey can follow up afterward.
Your team can choose how much help it wants during the call. Jarvey's default is to wait until called on; process prompts are a separate choice.
The right question isn't only “which AI meeting assistant has the best summary?” It's also “where does my team lose the thread, and what would help us keep it?”
Frequently Asked Questions
What is an AI meeting assistant? An AI meeting assistant helps teams capture, understand or act on meeting conversations. Many focus on transcription and summaries. Some also answer aloud, help with the meeting's process or follow up on work afterward.
What's the difference between a note-taking AI and an active AI meeting participant? The distinction is what the tool does, rather than whether it appears as a bot or can speak. Tools focused on notes capture and summarize, and some answer questions aloud. Jarvey also offers optional prompts about the agenda and unowned work, then follows up with owners afterward.
Can an AI meeting assistant speak during a call? Yes. Jarvey answers aloud to the whole room when someone says “Jarvey,” using web search or context from the team's earlier calls. Fireflies can respond aloud with voice responses enabled, and Otter Meeting Agent responds to “Hey Otter.” Fathom does not speak in the call.
Why do teams still miss follow-through even when they use an AI meeting tool? A record of an agreement doesn't necessarily give it an owner or keep the work moving. Jarvey can ask who will take agreed work that nobody owns, if the team enables that prompt. It can also follow up with owners afterward.
What happens to action items after the call with an active AI participant? Jarvey writes to Notion, Jira, Linear, Trello, Slack and Telegram. The team chooses private Slack DMs or email for owner reminders. Jarvey starts politely and becomes firmer before the next call. For overdue work, it can post in a Slack channel the team picks.
Do AI meeting assistants work with Google Meet, Zoom, and Microsoft Teams? Platform support depends on the tool. Jarvey joins Google Meet, Zoom and Microsoft Teams as a visible, named participant everyone sees.
Is an active AI participant disruptive to the people on the call? Jarvey stays quiet by default until someone says its name. Process prompts are off by default, so the team chooses whether Jarvey asks about the agenda and unowned work during the meeting.
The note-taking problem was worth solving. But if your team still loses follow-through after calls, it may need help assigning work and reminding owners alongside a useful summary. Learn more at jarvey.io.