Bubbles: Async video and AI meeting notes with action items WhisperLiveKit: Open-source, self-hosted real-time speech-to-text and speaker diarization toolkit with a FastAPI server and web interface, suitable for meeting transcription. Below, they line up on price, capture method, and how each fits a real meeting stack.
How Hosiqo compares and tests toolsFinal recommendation
Shortlist Bubbles when teams replacing status meetings with async video updates matters most, and WhisperLiveKit when building privacy-first transcription into custom applications via compatible apis matters most. Run both through a week of actual calls to see which suits your workflow.
Async video and AI meeting notes with action items
Open-source, self-hosted real-time speech-to-text and speaker diarization toolkit with a FastAPI server and web interface, suitable for meeting transcription.
Bubbles is an AI meeting notetaker combined with an asynchronous screen and video recorder. For live meetings, it can automatically join and record calls on Google Meet, Microsoft Teams and Zoom, then produce AI-generated summaries and extract action items so participants do not have to take notes manually. Recordings, transcripts and notes are organized in a centralized workspace and tied to calendar events, making it easy to find and share what was discussed. Beyond live meetings, Bubbles is built around reducing the number of meetings teams hold: users can record short async videos with screen capture and voice, then collect threaded video and text replies, which lets routine updates, design feedback and quick questions happen without scheduling a call. It connects with calendars such as Google Calendar and Outlook and integrates with a wide range of other tools including Slack, Notion and Asana for routing notes and recordings into existing workflows. Bubbles is aimed at marketers, designers, product managers and other collaborative teams that want to cut meeting time while keeping a clear record of decisions and next steps. Pricing varies by plan. Check the official website for current pricing.
Best suited for
WhisperLiveKit is an open-source, self-hosted toolkit for ultra-low-latency real-time speech-to-text and speaker diarization. Rather than naively running Whisper on each audio chunk, it uses state-of-the-art simultaneous-speech research for intelligent buffering and incremental processing, which preserves transcription quality while streaming results with minimal latency. The project ships a complete backend built on FastAPI with WebSocket support, an OpenAI-compatible REST API, a Deepgram-compatible WebSocket protocol, and a simple, customizable HTML and JavaScript web interface that captures microphone audio and streams it to the server. It supports multiple ASR backends including Whisper variants, Voxtral, and Qwen3-ASR, covers 200+ languages with translation, and includes real-time speaker diarization and voice activity detection to reduce processing overhead. It can handle multiple concurrent users on a single backend and is distributed via PyPI with Docker images for both GPU and CPU. Licensed under Apache 2.0 and actively maintained into 2026, the project explicitly lists meeting transcription, accessibility tooling, and podcast or call transcription with speaker identification among its intended use cases, making it a practical building block for private, on-premise meeting transcription pipelines. Pricing varies by plan. Check the official website for current pricing.
Best suited for
Bubbles is a free tier with paid upgrades (freemium); WhisperLiveKit is a free tier with paid upgrades (freemium). Always confirm current pricing on each vendor's site before buying.
| Feature | Bubbles | WhisperLiveKit |
|---|---|---|
| Core capability | Automatic meeting recording across Google Meet, Microsoft Teams and Zoom | Real-time streaming speech-to-text with low latency over WebSocket |
| Standout feature | AI-generated summaries and action item extraction | Real-time speaker diarization to distinguish multiple speakers |
| Team usage | Async screen and video recording for replacing live meetings | FastAPI backend with OpenAI-compatible REST API and Deepgram-compatible WebSocket protocol |
| Integrations | Threaded video and text replies on recordings | Multiple ASR backends (Whisper variants, Voxtral, Qwen3-ASR) and 200+ language support with translation |
| Languages & capture | Calendar integration with note and recording organization | Included customizable HTML/JavaScript web interface and Docker images (GPU and CPU) |
| Best-fit workflow | Integrations with Slack, Notion, Asana and many other tools | Voice activity detection and multi-user support on a single backend |
Bubbles
Choose Bubbles if you need teams replacing status meetings with async video updates — strengths include combines live meeting notes with async video collaboration in one tool.
WhisperLiveKit
Choose WhisperLiveKit if you need self-hosted real-time meeting transcription with speaker labels — strengths include fully open source (apache 2.0) and self-hostable for private, on-premise transcription.
Bubbles
WhisperLiveKit
It depends on your workflow. Bubbles is strong for teams replacing status meetings with async video updates, while WhisperLiveKit is strong for self-hosted real-time meeting transcription with speaker labels. Both transcribe and summarize meetings.
Bubbles is a free tier with paid upgrades and WhisperLiveKit is a free tier with paid upgrades. Check each vendor's pricing page for the latest plans and free-tier limits.
You can — some teams pair them when each covers a different part of the meeting workflow.
More head-to-head comparisons involving Bubbles and WhisperLiveKit.
Bubbles: Async video and AI meeting notes with action items BuildBetter: A no-bot meeting recorder (BB Recorder) that captures and processes calls locally on Mac, with optional cloud upload for team collaboration. Which one wins depends on your platform mix, budget, and how hands-off you want notes to be.
Bubbles: Async video and AI meeting notes with action items Buzz: Popular open-source desktop app that transcribes and translates audio offline on your own computer using OpenAI's Whisper. Here's where each one pulls ahead on pricing, features, and the meetings it suits best.
Bubbles: Async video and AI meeting notes with action items CLOVA Note: South Korean AI meeting-minutes service by Naver that records meetings, transcribes speech, separates speakers, and generates summaries and action items. Which one wins depends on your platform mix, budget, and how hands-off you want notes to be.
Bubbles: Async video and AI meeting notes with action items Calendly Notetaker: An AI meeting notetaker built into the Calendly scheduling platform that records meetings and generates summaries, transcripts, and action items. Below, they line up on price, capture method, and how each fits a real meeting stack.
Bubbles: Async video and AI meeting notes with action items CallBro: Bot-free AI meeting assistant that transcribes calls from system audio and produces structured notes without joining the call. This comparison weighs them on pricing, features, and everyday workflow fit.
Bubbles: Async video and AI meeting notes with action items Callabo: Korean AI meeting-notes service from Return Zero that records, transcribes, summarizes, and analyzes meetings for individuals and teams. The right pick comes down to team size, budget, and the workflows you want to automate.
Bubbles: Async video and AI meeting notes with action items Canopy Notetaker: AI meeting assistant built for accounting firms that records client calls and produces accounting-specific summaries and tasks. The right pick comes down to team size, budget, and the workflows you want to automate.
Bubbles: Async video and AI meeting notes with action items CaptureMyMeeting: AI meeting assistant that imports Zoom and Webex cloud recordings to generate notes, action items, and insights. This comparison weighs them on pricing, features, and everyday workflow fit.
Bubbles: Async video and AI meeting notes with action items Carv: AI assistant for recruiters that records, transcribes, and takes notes during interviews and intake calls, then drafts documents and updates the ATS. Which one wins depends on your platform mix, budget, and how hands-off you want notes to be.
Bubbles: Async video and AI meeting notes with action items Castmagic: AI content platform that transcribes podcasts, videos, and recorded meetings with speaker diarization and turns them into show notes, summaries, and other assets. Below, they line up on price, capture method, and how each fits a real meeting stack.
Bubbles: Async video and AI meeting notes with action items Celeste AI: Brazilian Portuguese-focused AI voice and transcription platform offering on-demand transcription plus a meeting assistant and AI notes, with credit-based and subscription plans. Which one wins depends on your platform mix, budget, and how hands-off you want notes to be.
Bubbles: Async video and AI meeting notes with action items Choppity: AI video and audio platform that transcribes recordings, generates styled captions, and turns long-form content into short clips. Below, they line up on price, capture method, and how each fits a real meeting stack.