DoReveal: An AI-powered qualitative research platform that transcribes and analyzes interviews, focus groups, and meeting recordings to surface themes and insights. Reflect: Networked note-taking and second-brain app with AI that transcribes voice notes and extracts action items from meeting notes. 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 Reflect when transcribing and summarizing voice notes captured on the go matters most. Trial each on a few real meetings before you commit — the better fit usually shows fast.
An AI-powered qualitative research platform that transcribes and analyzes interviews, focus groups, and meeting recordings to surface themes and insights.
Networked note-taking and second-brain app with AI that transcribes voice notes and extracts action items from meeting notes.
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
Reflect is a minimalist note-taking and second-brain application designed for capturing ideas, linking thoughts, and building a connected personal knowledge base over time. Its core is a networked notes system with backlinks, daily notes, and instant cross-device sync, with end-to-end encryption for privacy and an iOS app that works offline. Reflect layers AI on top of this foundation: it can transcribe voice notes, generate outlines from scattered thoughts, suggest tags, summarize long entries, and list key takeaways and action items from meeting notes. It integrates with Google Calendar and Outlook so calendar events appear inside the note system, making it convenient to attach notes to meetings and follow up afterward. While Reflect is not a dedicated meeting-bot transcription service, it is well suited to professionals and knowledge workers who take meeting notes, journal, and want their captured audio and writing turned into organized, searchable knowledge. It appeals to people who value a calmer, more intentional workflow and want AI assistance for summarizing and connecting their own notes rather than automating an entire meeting pipeline. Pricing varies by plan. Check the official website for current pricing.
Best suited for
DoReveal is a free tier with paid upgrades (freemium); Reflect is a free tier with paid upgrades (freemium). Always confirm current pricing on each vendor's site before buying.
| Feature | DoReveal | Reflect |
|---|---|---|
| Core capability | Transcription with automatic speaker identification, distinguishing moderators from participants | Networked notes with backlinks and daily notes |
| Standout feature | Support for audio/video uploads, pasted or imported transcripts, and Zoom recording links | AI voice note transcription and summarization |
| Team usage | AI chat to interrogate data, compare cohorts, and trace evidence to source quotes | AI extraction of key takeaways and action items from meeting notes |
| Integrations | Automated codebook generation, thematic analysis, and structured research grids | Google Calendar and Outlook integration for meetings |
| Languages & capture | Quote finder with audio/video clip creation and automated report generation | End-to-end encryption with instant cross-device sync |
| Best-fit workflow | Input support for 100+ languages with analysis output in multiple languages | iOS app with offline access and browser/Kindle capture |
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.
Reflect
Choose Reflect if you need taking and linking meeting notes within a connected knowledge base — strengths include combines a second-brain knowledge base with ai meeting summarization.
DoReveal
Reflect
It depends on your workflow. DoReveal is strong for transcribing and analyzing in-depth interviews and focus groups for ux or market research, while Reflect is strong for taking and linking meeting notes within a connected knowledge base. Both transcribe and summarize meetings.
DoReveal is a free tier with paid upgrades and Reflect 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.
More head-to-head comparisons involving DoReveal and Reflect.
DoReveal: An AI-powered qualitative research platform that transcribes and analyzes interviews, focus groups, and meeting recordings to surface themes and insights. Dovetail: Customer insights platform that centralizes interviews and feedback, with AI transcription, analysis, search, and a research repository. Here's where each one pulls ahead on pricing, features, and the meetings it suits best.
DoReveal: An AI-powered qualitative research platform that transcribes and analyzes interviews, focus groups, and meeting recordings to surface themes and insights. Dscout: Experience research platform for moderated interviews, diary studies, and usability testing with AI transcription, themes, and analysis. This comparison weighs them on pricing, features, and everyday workflow fit.
DoReveal: An AI-powered qualitative research platform that transcribes and analyzes interviews, focus groups, and meeting recordings to surface themes and insights. DubTab: DubTab is a Chrome and Edge browser extension that delivers real-time translated subtitles and optional AI voice dubbing for audio playing in any browser tab, including livestreams and online meetings. This comparison weighs them on pricing, features, and everyday workflow fit.
DoReveal: An AI-powered qualitative research platform that transcribes and analyzes interviews, focus groups, and meeting recordings to surface themes and insights. Dymesty AI Glasses: Audio-first, camera-free AI smart glasses with a titanium frame that record meetings and conversations and auto-transcribe and summarize them through the Dymesty app in 100+ languages. Below, they line up on price, capture method, and how each fits a real meeting stack.
DoReveal: An AI-powered qualitative research platform that transcribes and analyzes interviews, focus groups, and meeting recordings to surface themes and insights. Echometer: Psychology-based platform for agile retrospectives, recurring team health checks, and structured 1:1 meetings with AI-assisted suggestions. This comparison weighs them on pricing, features, and everyday workflow fit.
DoReveal: An AI-powered qualitative research platform that transcribes and analyzes interviews, focus groups, and meeting recordings to surface themes and insights. Edisyn: Real-time AI meeting assistant from a Turkish-founded team that listens to calls and provides live notes, summaries, and suggested questions and answers. Here's where each one pulls ahead on pricing, features, and the meetings it suits best.
DoReveal: An AI-powered qualitative research platform that transcribes and analyzes interviews, focus groups, and meeting recordings to surface themes and insights. Efficlose: An AI meeting platform offering a bot-free Chrome extension plus desktop and web apps that transcribe, summarize, and extract action items from calls. This comparison weighs them on pricing, features, and everyday workflow fit.
DoReveal: An AI-powered qualitative research platform that transcribes and analyzes interviews, focus groups, and meeting recordings to surface themes and insights. EkaScribe: EkaScribe is an AI medical scribe by Eka Care that records doctor-patient conversations and automatically generates structured clinical notes, summaries, and prescriptions. Which one wins depends on your platform mix, budget, and how hands-off you want notes to be.
DoReveal: An AI-powered qualitative research platform that transcribes and analyzes interviews, focus groups, and meeting recordings to surface themes and insights. Eleveo: Eleveo is an AI-driven contact center workforce optimization platform that records, transcribes, and analyzes customer calls and interactions. We compare them on cost, capture approach, and day-to-day fit so you can choose faster.
DoReveal: An AI-powered qualitative research platform that transcribes and analyzes interviews, focus groups, and meeting recordings to surface themes and insights. Empathia AI: Empathia AI is an ambient AI medical scribe that records patient encounters and automatically generates clinical notes, letters, and billing codes for clinicians. Here's where each one pulls ahead on pricing, features, and the meetings it suits best.
DoReveal: An AI-powered qualitative research platform that transcribes and analyzes interviews, focus groups, and meeting recordings to surface themes and insights. Enthu.AI: Enthu.AI is a conversation intelligence platform that transcribes, auto-scores, and analyzes contact-center and sales calls for quality assurance and agent coaching. Which one wins depends on your platform mix, budget, and how hands-off you want notes to be.
DoReveal: An AI-powered qualitative research platform that transcribes and analyzes interviews, focus groups, and meeting recordings to surface themes and insights. Equal Time: Meeting notes with speaking-time and inclusion analytics This comparison weighs them on pricing, features, and everyday workflow fit.