DoReveal: An AI-powered qualitative research platform that transcribes and analyzes interviews, focus groups, and meeting recordings to surface themes and insights. 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. We compare them on cost, capture approach, and day-to-day fit so you can choose faster.
How Hosiqo compares and tests toolsFinal recommendation
Shortlist DoReveal when transcribing and analyzing in-depth interviews and focus groups for ux or market research matters most, and WhisperLiveKit when building privacy-first transcription into custom applications via compatible apis matters most. Try them side by side on real calls before deciding — needs vary by team.
An AI-powered qualitative research platform that transcribes and analyzes interviews, focus groups, and meeting recordings to surface themes and insights.
Open-source, self-hosted real-time speech-to-text and speaker diarization toolkit with a FastAPI server and web interface, suitable for meeting transcription.
DoReveal is a web-based AI platform built for qualitative researchers who need to turn interviews, focus groups, and meeting recordings into structured insights. Users upload audio and video files, paste or import transcripts, or connect Zoom recording links; the platform also offers a bot for live meeting recordings, with live capture via Zoom, Teams, and Google Meet described as coming soon. It transcribes the audio, automatically identifies speakers and distinguishes moderators from participants, and accepts input in over 100 languages with analysis output in around 10 languages. Analysis features include structured research grids, thematic pattern discovery, automated codebook generation, persona and journey-map building, a quote finder with audio/video clip creation, report generation, and an AI chat for interrogating data using frameworks such as Jobs-to-Be-Done and Emotional Laddering. It targets freelance researchers, research agencies, in-house teams, and academics across sectors like pharmaceuticals, technology, and consulting. The company states user data is never used to train models, offers automatic PHI/PII redaction, and encrypts data at rest and in transit.
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
DoReveal 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 | DoReveal | WhisperLiveKit |
|---|---|---|
| Core capability | Transcription with automatic speaker identification, distinguishing moderators from participants | Real-time streaming speech-to-text with low latency over WebSocket |
| Standout feature | Support for audio/video uploads, pasted or imported transcripts, and Zoom recording links | Real-time speaker diarization to distinguish multiple speakers |
| Team usage | AI chat to interrogate data, compare cohorts, and trace evidence to source quotes | FastAPI backend with OpenAI-compatible REST API and Deepgram-compatible WebSocket protocol |
| Integrations | Automated codebook generation, thematic analysis, and structured research grids | Multiple ASR backends (Whisper variants, Voxtral, Qwen3-ASR) and 200+ language support with translation |
| Languages & capture | Quote finder with audio/video clip creation and automated report generation | Included customizable HTML/JavaScript web interface and Docker images (GPU and CPU) |
| Best-fit workflow | Input support for 100+ languages with analysis output in multiple languages | Voice activity detection and multi-user support on a single backend |
DoReveal
Choose DoReveal if you need transcribing and analyzing in-depth interviews and focus groups for ux or market research — strengths include purpose-built for qualitative research workflows such as interviews and focus groups, beyond simple meeting notes.
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.
DoReveal
WhisperLiveKit
It depends on your workflow. DoReveal is strong for transcribing and analyzing in-depth interviews and focus groups for ux or market research, while WhisperLiveKit is strong for self-hosted real-time meeting transcription with speaker labels. Both transcribe and summarize meetings.
DoReveal 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.
Yes. Many teams run more than one meeting assistant when the workflows are complementary.
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