AILYZE: AILYZE is an AI qualitative data analysis platform that transcribes interviews and conducts autonomous AI voice interviews, then generates themes, summaries, and insights from the resulting text. joinly: Open-source, self-hostable connector that lets AI agents join Google Meet, Zoom, and Microsoft Teams calls to transcribe, listen, and act in real time via MCP. Below, they line up on price, capture method, and how each fits a real meeting stack.
How Hosiqo compares and tests toolsFinal recommendation
Shortlist AILYZE when conducting and transcribing ai-led research interviews at scale matters most, and joinly when self-hosted, privacy-first real-time meeting transcription for regulated teams matters most. Run both through a week of actual calls to see which suits your workflow.
AILYZE is an AI qualitative data analysis platform that transcribes interviews and conducts autonomous AI voice interviews, then generates themes, summaries, and insights from the resulting text.
Open-source, self-hostable connector that lets AI agents join Google Meet, Zoom, and Microsoft Teams calls to transcribe, listen, and act in real time via MCP.
AILYZE is a web-based AI platform for qualitative data analysis, built primarily for researchers, academics, and organizations working with unstructured data. Beyond analyzing uploaded text, it offers an AI Avatar Interviewer that autonomously conducts semi-structured voice interviews in multiple languages, capturing participant responses and automatically transcribing them. Users can also upload audio and video files (such as MP3, WAV, MP4, and AVI) for transcription, after which the transcripts can be analyzed alongside documents. Once data is captured, AILYZE applies AI-driven thematic analysis, content and frequency analysis, cross-segment comparison, summarization, and a chat-with-your-document feature, producing reports and visualizations. It accepts documents (PDF, DOCX) and spreadsheets (XLSX, CSV) and supports 100+ languages, including colloquial dialects. The product emphasizes data security, stating uploaded data is encrypted and not used to train its models. It is used by academic researchers, universities, healthcare organizations, and non-profits, and is accessed entirely through the browser without local installation.
Best suited for
joinly is an open-source middleware project (by joinly-ai) that makes meetings accessible to AI agents. It runs as a Model Context Protocol (MCP) server that equips any agent with the tools to join a live video call, capture a real-time transcript, and interact by voice or chat during the meeting. Rather than being a finished notetaker app, joinly is a framework developers use to build interactive meeting agents that can listen, answer, search the web, draft documents, and post chat messages while the meeting is in progress. It works cross-platform across Google Meet, Zoom, and Microsoft Teams (and browser-based calls), and is model-agnostic, supporting OpenAI, Anthropic, and local models through Ollama. Speech-to-text and text-to-speech are modular, with Whisper or Deepgram for transcription and Kokoro, ElevenLabs, or Deepgram for synthesis. The project is MIT licensed and deployed via Docker (with a separate CUDA GPU image), giving teams full data sovereignty. The MCP server exposes join/leave controls, transcript and participant access, audio control, chat messaging, and video snapshots, making it a building block for custom, privacy-first meeting automation. Pricing varies by plan. Check the official website for current pricing.
Best suited for
AILYZE is a free tier with paid upgrades (freemium); joinly is a free tier with paid upgrades (freemium). Always confirm current pricing on each vendor's site before buying.
| Feature | AILYZE | joinly |
|---|---|---|
| Core capability | AI Avatar Interviewer that autonomously conducts semi-structured voice interviews in multiple languages | MCP server that exposes meeting tools (join/leave, transcript, chat, audio control, snapshots) to AI agents |
| Standout feature | Audio and video transcription of uploaded files (MP3, WAV, MP4, AVI and more) | Real-time transcription with timestamps and speaker information, subscribable for live updates |
| Team usage | AI thematic analysis with automated theme extraction and coding | Cross-platform support for Google Meet, Zoom, Microsoft Teams, and browser-based calls |
| Integrations | Content and frequency analysis across data segments | Modular speech-to-text and text-to-speech backends (Whisper, Deepgram, Kokoro, ElevenLabs) |
| Languages & capture | Chat-with-your-document AI assistant for conversational querying | Model-agnostic: works with OpenAI, Anthropic, and local LLMs via Ollama |
| Best-fit workflow | Support for 100+ languages including colloquial dialects | Docker-based self-hosting with optional CUDA GPU image |
AILYZE
Choose AILYZE if you need conducting and transcribing ai-led research interviews at scale — strengths include combines interview capture, transcription, and qualitative analysis in one web-based platform.
joinly
Choose joinly if you need building custom ai meeting agents that answer questions and run tasks during live calls — strengths include fully open source (mit) and self-hostable for complete data control.
AILYZE
joinly
It depends on your workflow. AILYZE is strong for conducting and transcribing ai-led research interviews at scale, while joinly is strong for building custom ai meeting agents that answer questions and run tasks during live calls. Both transcribe and summarize meetings.
AILYZE is a free tier with paid upgrades and joinly is a free tier with paid upgrades. Check each vendor's pricing page for the latest plans and free-tier limits.
Sure. Running both makes sense when their strengths don't overlap and the budget allows.
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