CleverX: CleverX is an AI-first B2B research platform that runs AI-moderated and human-moderated interviews, surveys, and usability tests with auto-transcription and analysis. 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. This comparison weighs them on pricing, features, and everyday workflow fit.
How Hosiqo compares and tests toolsFinal recommendation
Shortlist CleverX when running ai-moderated user interviews at scale with automatic transcription matters most, and joinly when self-hosted, privacy-first real-time meeting transcription for regulated teams matters most. Try them side by side on real calls before deciding — needs vary by team.
CleverX is an AI-first B2B research platform that runs AI-moderated and human-moderated interviews, surveys, and usability tests with auto-transcription and analysis.
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.
CleverX is an AI-native research platform that helps product teams, designers, and UX researchers go from question to insight by designing studies, recruiting participants, and analyzing results in one place. It supports multiple methods including AI-moderated interviews, human-moderated 1:1 interviews, moderated and unmoderated usability tests, and surveys. AI moderators with configurable voice, tone, and probing style conduct natural conversations that follow up and probe deeper at scale, with auto-transcription covering every session and AI highlight reels generating chapter-based clips. Human-moderated interviews are run as live video sessions through Google Meet, Zoom, or Teams, with smart scheduling, real-time transcription, and observer rooms. The platform recruits from a pool described as over 8 million verified participants across industries and languages, and surfaces themes, quotes, and reports that export to PDF, DOCX, or CSV. Fraud protection, behavior monitoring, and end-to-end encryption support data reliability. It is aimed at companies needing fast, qualitative and quantitative customer and B2B research.
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
CleverX 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 | CleverX | joinly |
|---|---|---|
| Core capability | AI-moderated interviews with configurable voice, tone, and adaptive probing follow-ups | MCP server that exposes meeting tools (join/leave, transcript, chat, audio control, snapshots) to AI agents |
| Standout feature | Auto-transcription and real-time transcription of interview sessions | Real-time transcription with timestamps and speaker information, subscribable for live updates |
| Team usage | AI highlight reels that generate chapter-based clips from each interview | Cross-platform support for Google Meet, Zoom, Microsoft Teams, and browser-based calls |
| Integrations | Human-moderated live 1:1 video interviews via Google Meet, Zoom, or Teams | Modular speech-to-text and text-to-speech backends (Whisper, Deepgram, Kokoro, ElevenLabs) |
| Languages & capture | Participant recruitment from a large pool of verified professionals | Model-agnostic: works with OpenAI, Anthropic, and local LLMs via Ollama |
| Best-fit workflow | Automated analysis surfacing themes and quotes, exportable as PDF, DOCX, or CSV | Docker-based self-hosting with optional CUDA GPU image |
CleverX
Choose CleverX if you need running ai-moderated user interviews at scale with automatic transcription — strengths include combines recruitment, interviewing, transcription, and analysis in a single 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.
CleverX
joinly
It depends on your workflow. CleverX is strong for running ai-moderated user interviews at scale with automatic transcription, while joinly is strong for building custom ai meeting agents that answer questions and run tasks during live calls. Both transcribe and summarize meetings.
CleverX 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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