What Is an AI Assistant and What Can It Do for Your Meetings and Work?
An AI assistant is software that doesn't just answer questions but takes action on your behalf across the tools you already use—joining meetings, writing notes, tracking tasks, and updating records. In the meeting context specifically, it records and transcribes calls, produces summaries and action items, and makes every past conversation searchable. It differs from a plain chatbot in that it connects to your calendar, conferencing apps, CRM, and files rather than waiting for you to paste in text. It's worth adopting if your team loses decisions in meetings, spends time on manual notes, or can't remember what was agreed months ago.
How an AI assistant differs from a chatbot or search tool
A chatbot responds to prompts. A search tool retrieves what already exists. An AI assistant sits in the workflow and produces output without being asked each time:
- It attends the event. A bot joins your live meeting or auto-joins calendar invites, so capture happens whether or not anyone remembers to hit record.
- It generates structured output. Notes, bullet-point overviews, action items, and custom summary formats appear after the meeting, not a raw transcript dump.
- It retains context over time. Past conversations become a searchable knowledge base you can query later.
- It acts across apps. Tasks, contacts, and CRM records get updated from what was said, not from manual entry.
The practical difference: a chatbot helps you think; an assistant helps you finish.
Core meeting tasks it handles
Transcription and recording
Fireflies positions itself on transcription accuracy (it claims 95% and describes itself as the industry leader), with speaker recognition that labels who said what, support for 100+ languages, and auto-language detection that switches between meetings. Speaker recognition also applies to uploaded audio files, not just live calls.
Summaries and action items
After each meeting you get detailed notes, action items, and customizable summary formats—overview, bullet points, action items, or custom notes. This is the part most teams actually use: the summary is the deliverable, the transcript is the backup.
Searchable memory
Meeting search lets you find what was discussed months ago down to the specific sentence and timestamp. A separate feature, AskFred, lets you ask questions and have the assistant review your meetings to return answers. This is the capability that changes behavior over time—once past conversations are queryable, "didn't we decide this already?" stops being a recurring argument.
Ways to capture conversations
Different situations need different capture methods, and a mature assistant covers more than one:
| Method | How it works | Best for |
|---|---|---|
| Note taker bot | Invite the bot to a live meeting, or let it auto-join calendar meetings | Scheduled video calls |
| Chrome extension | Automatically records Google Meet calls with real-time transcripts | Browser-based calls without inviting a bot |
| Mobile app | Transcribes and summarizes in-person conversation | In-person meetings and hallway conversations |
| Desktop app | Transcribes and summarizes calls | Calls that don't run through a browser |
| Dialers & API | Transcribes calls from Aircall, RingCentral, and other dialers; API processes audio files | Phone-heavy sales and support teams |
| Audio & video files | Upload MP3, MP4, WAV, M4A for transcription and summaries | Recordings you already have |
If your meetings happen in one place only, a single method is enough. If your team mixes video calls, phone dialers, and in-person conversations, check that the assistant covers all three before committing—otherwise you'll end up with a searchable archive that has holes in it.
Beyond notes: tasks, contacts, and workflows
The "assistant" label usually implies work that continues after the meeting ends. Fireflies describes tasks, contacts, and a feed in one place, plus 200+ AI Skills that automatically extract key details and generate follow-up output. Conversation intelligence adds analytics across calls: speaker talk-time tracking, sentiment analysis, topic trackers, and AI filters.
For teams that live in a CRM, the value is in the update happening automatically rather than a rep reconstructing the call from memory on Friday afternoon.
Real-time help during the meeting
Live Assist provides real-time suggestions, coaching, and answers while the meeting is still running. This is a different job from post-meeting notes—it's aimed at influencing the conversation as it happens, useful for coaching newer reps or handling objections live. Treat it as a separate capability when evaluating tools: strong transcription doesn't guarantee useful real-time coaching.
What to check before adopting one
- Accuracy on your audio. Published accuracy figures are measured under specific conditions. Test with your own recordings—accents, crosstalk, and poor connections are where transcription breaks down.
- Language coverage. Confirm the specific languages your team speaks are supported, not just the total count.
- Capture coverage. Does it handle your video platform, your dialer, and in-person conversations?
- Integration depth. "Integrates with your CRM" can mean anything from a link to a full record update. Ask what actually gets written and where.
- Privacy and compliance. Fireflies lists GDPR and SOC2 compliance. Check what your own legal or security requirements demand, especially for recorded calls with customers.
- Pricing and seats. Fireflies has a pricing page; confirm which features sit on which tier before assuming the capabilities above are all included.
The honest test: pick one recurring meeting, run the assistant on it for two weeks, and check whether the summaries and action items are accurate enough that you'd skip writing your own. That answers more than any feature list.