DoReveal: An AI-powered qualitative research platform that transcribes and analyzes interviews, focus groups, and meeting recordings to surface themes and insights. Thoth: Privacy-first macOS app that records, transcribes, and summarizes meetings entirely on-device with no cloud or data leaving the Mac. The right pick comes down to team size, budget, and the workflows you want to automate.
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 Thoth when users who want offline, private meeting notes on a mac matters most. Test each on your own meetings; the right choice tends to become obvious quickly.
An AI-powered qualitative research platform that transcribes and analyzes interviews, focus groups, and meeting recordings to surface themes and insights.
Privacy-first macOS app that records, transcribes, and summarizes meetings entirely on-device with no cloud or data leaving the Mac.
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
Thoth is a native macOS application, created by Matthieu Veinhard, that records, transcribes, and summarizes meetings entirely on the user's device. It captures both microphone and system audio so it can record both sides of online meetings on platforms such as Zoom, Teams, and Google Meet, and it provides live transcription with on-device speech-to-text. An on-device engine detects and color-codes individual speakers in the transcript, and the app supports a large number of languages via Whisper-based transcription. After a meeting, Thoth extracts notes, action items, and key decisions, and lets users choose between several on-device models or supply their own cloud API key, with an on-device anonymization step that can redact sensitive information before any optional cloud processing. Output can be exported to formats including PDF, Word, Markdown, and timestamped JSON. Because the app has no server and no user database, the company emphasizes that there is nothing to breach or hand over. Thoth requires Apple Silicon and is aimed at privacy-conscious professionals, those handling confidential information, and neurodivergent users who benefit from automatic capture, and it is available on the Mac App Store with an iOS beta in progress. Pricing varies by plan. Check the official website for current pricing.
Best suited for
DoReveal is a free tier with paid upgrades (freemium); Thoth is a free tier with paid upgrades (freemium). Always confirm current pricing on each vendor's site before buying.
| Feature | DoReveal | Thoth |
|---|---|---|
| Core capability | Transcription with automatic speaker identification, distinguishing moderators from participants | 100% local, on-device recording, transcription, and summarization |
| Standout feature | Support for audio/video uploads, pasted or imported transcripts, and Zoom recording links | Dual-channel capture of microphone and system audio |
| Team usage | AI chat to interrogate data, compare cohorts, and trace evidence to source quotes | On-device speaker detection with color-coded transcripts |
| Integrations | Automated codebook generation, thematic analysis, and structured research grids | Whisper-based transcription supporting many languages |
| Languages & capture | Quote finder with audio/video clip creation and automated report generation | On-device anonymization to redact sensitive content |
| Best-fit workflow | Input support for 100+ languages with analysis output in multiple languages | Export to PDF, Word, Markdown, and timestamped JSON |
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.
Thoth
Choose Thoth if you need professionals handling confidential or regulated information — strengths include fully local processing with no cloud requirement and no user database.
DoReveal
Thoth
It depends on your workflow. DoReveal is strong for transcribing and analyzing in-depth interviews and focus groups for ux or market research, while Thoth is strong for professionals handling confidential or regulated information. Both transcribe and summarize meetings.
DoReveal is a free tier with paid upgrades and Thoth 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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