VITO: VITO is a mobile app from ReturnZero that automatically transcribes recorded phone calls into searchable text with speaker labels and summaries, optimized for Korean. noScribe: Free, open-source desktop transcriber that runs Whisper and pyannote fully locally with speaker identification and a synchronized editor. The right pick comes down to team size, budget, and the workflows you want to automate.
How Hosiqo compares and tests toolsFinal recommendation
Shortlist VITO when reviewing and searching the content of past phone calls matters most, and noScribe when journalists generating diarized transcripts of recorded conversations matters most. Run both through a week of actual calls to see which suits your workflow.
VITO is a mobile app from ReturnZero that automatically transcribes recorded phone calls into searchable text with speaker labels and summaries, optimized for Korean.
Free, open-source desktop transcriber that runs Whisper and pyannote fully locally with speaker identification and a synchronized editor.
VITO (비토) is a call-transcription app developed by ReturnZero Inc. (리턴제로), a Seoul-based speech-AI company. It automatically converts recorded phone calls into readable, chat-style text using ReturnZero's proprietary speech-recognition engine tuned for conversational Korean. Rather than joining live virtual meetings as a bot, VITO works from a phone's call-recording function: once a call is recorded, the audio is transcribed, with speaker identification distinguishing participants, and users can later read, keyword-search, replay specific segments, and review summaries of past conversations. It also supports bulk conversion of previously recorded calls. VITO is available on iOS and Android, with PC/web access to view transcripts, and offers cloud storage so call history is preserved across devices. The company also exposes its underlying RTZR speech-to-text technology as a separate developer API. VITO is aimed at everyday users and professionals such as real-estate agents, delivery drivers, office workers, students, and small-business owners who need to revisit, search, or share the content of their phone conversations.
Best suited for
noScribe is a free, open-source desktop transcription tool that runs entirely on the user's own computer to protect the confidentiality of recordings. Licensed under GPL-3.0 and actively maintained, with a v0.7.2 maintenance release in June 2026, it is built around OpenAI's Whisper (via the faster-whisper library) for speech recognition and pyannote for speaker diarization, so it can distinguish between different speakers and label who said what. It understands around 60 languages and supports automatic or manually specified speaker counts. noScribe is primarily designed for producing high-quality transcripts of interviews for qualitative social research and journalistic work, and it ships with a dedicated companion editor, noScribeEdit, that synchronizes audio playback with the transcript text and provides search and replace, formatting, zoom, and playback-speed controls. It supports Windows (with optional CUDA acceleration on Nvidia GPUs), macOS on Apple Silicon, and Linux in both CPU and CUDA versions. Additional capabilities include batch transcription, pause detection and marking, an experimental overlapping-speech detection mode, and export to multiple formats such as HTML, VTT, and TXT, plus an available command-line interface for scripted use. Pricing varies by plan. Check the official website for current pricing.
Best suited for
VITO is a free tier with paid upgrades (freemium); noScribe is a free tier with paid upgrades (freemium). Always confirm current pricing on each vendor's site before buying.
| Feature | VITO | noScribe |
|---|---|---|
| Core capability | Automatic speech-to-text transcription of recorded phone calls | Fully local transcription using Whisper via faster-whisper |
| Standout feature | Speaker identification across multi-party conversations | Speaker diarization with pyannote (automatic or manual speaker counts) |
| Team usage | Chat-style transcripts with keyword search and segment replay | Support for around 60 languages |
| Integrations | Call summaries and follow-up reminders | Synchronized companion editor (noScribeEdit) with playback follow-along |
| Languages & capture | Bulk conversion of previously recorded calls | Batch transcription, pause detection, and experimental overlapping-speech detection |
| Best-fit workflow | Cloud storage with PC/web access to transcripts across devices | Exports to HTML, VTT, and TXT plus a command-line interface |
VITO
Choose VITO if you need reviewing and searching the content of past phone calls — strengths include strong korean speech recognition from returnzero's proprietary stt engine.
noScribe
Choose noScribe if you need researchers transcribing qualitative interviews while keeping data on their own machine — strengths include runs 100% locally to keep sensitive recordings confidential.
VITO
noScribe
It depends on your workflow. VITO is strong for reviewing and searching the content of past phone calls, while noScribe is strong for researchers transcribing qualitative interviews while keeping data on their own machine. Both transcribe and summarize meetings.
VITO is a free tier with paid upgrades and noScribe 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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