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. 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. Which one wins depends on your platform mix, budget, and how hands-off you want notes to be.
How Hosiqo compares and tests toolsFinal recommendation
Shortlist CleverX when running ai-moderated user interviews at scale with automatic transcription matters most, and WhisperLiveKit when building privacy-first transcription into custom applications via compatible apis matters most. Trial each on a few real meetings before you commit — the better fit usually shows fast.
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-hosted real-time speech-to-text and speaker diarization toolkit with a FastAPI server and web interface, suitable for meeting transcription.
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
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
CleverX 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 | CleverX | WhisperLiveKit |
|---|---|---|
| Core capability | AI-moderated interviews with configurable voice, tone, and adaptive probing follow-ups | Real-time streaming speech-to-text with low latency over WebSocket |
| Standout feature | Auto-transcription and real-time transcription of interview sessions | Real-time speaker diarization to distinguish multiple speakers |
| Team usage | AI highlight reels that generate chapter-based clips from each interview | FastAPI backend with OpenAI-compatible REST API and Deepgram-compatible WebSocket protocol |
| Integrations | Human-moderated live 1:1 video interviews via Google Meet, Zoom, or Teams | Multiple ASR backends (Whisper variants, Voxtral, Qwen3-ASR) and 200+ language support with translation |
| Languages & capture | Participant recruitment from a large pool of verified professionals | Included customizable HTML/JavaScript web interface and Docker images (GPU and CPU) |
| Best-fit workflow | Automated analysis surfacing themes and quotes, exportable as PDF, DOCX, or CSV | Voice activity detection and multi-user support on a single backend |
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.
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.
CleverX
WhisperLiveKit
It depends on your workflow. CleverX is strong for running ai-moderated user interviews at scale with automatic transcription, while WhisperLiveKit is strong for self-hosted real-time meeting transcription with speaker labels. Both transcribe and summarize meetings.
CleverX 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.
Sure. Running both makes sense when their strengths don't overlap and the budget allows.
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