Conveo: AI-led qualitative research platform that runs video, voice, and text interviews and analyzes every signal for insights at speed. Mumble AI: A voice-first AI workspace for Mac that records meetings without a bot, transcribes audio, and turns conversations and dictation into structured 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 Conveo when continuous consumer and ux research using video interviews at scale matters most, and Mumble AI when recording and transcribing meetings offline on a mac for privacy matters most. Test each on your own meetings; the right choice tends to become obvious quickly.
AI-led qualitative research platform that runs video, voice, and text interviews and analyzes every signal for insights at speed.
A voice-first AI workspace for Mac that records meetings without a bot, transcribes audio, and turns conversations and dictation into structured notes.
Conveo is an AI qualitative research platform that handles the full interview workflow, from recruiting participants to moderating conversations to analyzing results, with the goal of compressing research timelines from weeks to days. Its AI interviewer conducts real video, voice, and text conversations asynchronously, adapts the discussion guide in real time, and probes with contextual follow-up questions based on each participant's responses, supporting interviews across 50-plus languages end to end including the interviewer, transcripts, and reports. Researchers can upload a brief or business objective and have Conveo generate an interview guide, then begin fielding within roughly half an hour. Because it captures video alongside voice and text, the platform performs multi-signal analysis, reading tone, emotional cues, and behavior in addition to spoken content, and it links findings back to the source video moments so insights can be validated and shared. Automated outputs include executive summaries, thematic analysis, emotional insights, and quantitative data extraction. Conveo positions itself as an end-to-end platform for continuous research across consumer insights, UX, marketing, and product workflows. Pricing varies by plan. Check the official website for current pricing.
Best suited for
Mumble AI is a voice-first workspace built for macOS that captures meetings, voice memos, and system-wide dictation, then turns spoken audio into structured, organized notes. Rather than sending a bot into a call, Mumble records directly from the Mac's system audio, so no extra participant appears in Zoom, Google Meet, Microsoft Teams, or Slack calls. It can auto-detect when a meeting starts via Google Calendar integration, display a live transcript with speaker labels during the conversation, and produce a summary with decisions and action items once the meeting ends. Beyond meetings, Mumble offers system-wide dictation that works in any text field, auto-organizing voice notes, and customizable templates for consistent note formatting. A notable feature is its dual processing approach: a cloud mode aimed at higher accuracy across many languages, and a fully local on-device mode where recording, transcription, speaker identification, and summarization run entirely on the Mac and work offline so audio never leaves the device. It is aimed at Mac users, including privacy-conscious professionals, who want hands-free capture and quick note generation. A companion iOS app, Mumble Note, syncs voice captures to the Mac. Pricing varies by plan. Check the official website for current pricing.
Best suited for
Conveo is a free tier with paid upgrades (freemium); Mumble AI is a free tier with paid upgrades (freemium). Always confirm current pricing on each vendor's site before buying.
| Feature | Conveo | Mumble AI |
|---|---|---|
| Core capability | AI interviewer conducting asynchronous video, voice, and text interviews | Bot-free meeting capture recorded directly from Mac system audio |
| Standout feature | Real-time discussion-guide adaptation with contextual follow-ups | Live transcript with speaker labels during the call |
| Team usage | Multi-signal analysis of voice, video, tone, and behavior | Automatic summaries with decisions and action items |
| Integrations | Automated executive summaries, thematic analysis, and quantitative extraction | 100% local on-device mode that works offline |
| Languages & capture | Findings linked back to source video moments | System-wide dictation that works in any text field |
| Best-fit workflow | End-to-end recruiting, interviewing, and analysis in 50+ languages | Customizable note templates and Google Calendar auto-detection |
Conveo
Choose Conveo if you need continuous consumer and ux research using video interviews at scale — strengths include video capture enables emotional and behavioral analysis beyond transcript text.
Mumble AI
Choose Mumble AI if you need capturing structured notes from zoom, meet, teams, or slack calls without adding a bot — strengths include no bot joins the call, so meetings stay private and uninterrupted.
Conveo
Mumble AI
It depends on your workflow. Conveo is strong for continuous consumer and ux research using video interviews at scale, while Mumble AI is strong for capturing structured notes from zoom, meet, teams, or slack calls without adding a bot. Both transcribe and summarize meetings.
Conveo is a free tier with paid upgrades and Mumble AI is a free tier with paid upgrades. Check each vendor's pricing page for the latest plans and free-tier limits.
You can — some teams pair them when each covers a different part of the meeting workflow.
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