Carv: AI assistant for recruiters that records, transcribes, and takes notes during interviews and intake calls, then drafts documents and updates the ATS. 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. This comparison weighs them on pricing, features, and everyday workflow fit.
How Hosiqo compares and tests toolsFinal recommendation
Shortlist Carv when transcribing and summarizing candidate interviews hands-free matters most, and WhisperLiveKit when building privacy-first transcription into custom applications via compatible apis matters most. Test each on your own meetings; the right choice tends to become obvious quickly.
AI assistant for recruiters that records, transcribes, and takes notes during interviews and intake calls, then drafts documents and updates the ATS.
Open-source, self-hosted real-time speech-to-text and speaker diarization toolkit with a FastAPI server and web interface, suitable for meeting transcription.
Carv is an AI platform for recruiters that records, transcribes, and takes notes during interviews, intake calls, and hiring meetings so recruiters can stay present in the conversation rather than typing notes. During candidate interviews it captures a full verbatim transcript, flags any planned questions that went unanswered at the end of the call, and uses the transcript to auto-generate a candidate profile. For intake calls with hiring managers, Carv captures the requirements discussed and can automatically draft a job description in the recruiter's own style and tone of voice. Beyond note-taking, Carv positions itself as an agentic recruiting assistant that takes over repetitive administrative work, from document creation to updating the applicant tracking system, and includes an AI companion that carries context about how the user works. The platform integrates with ATS and HR systems and offers analytics and insights across recruiting activity. By turning recruiting conversations into structured notes, profiles, and documents, Carv aims to cut down on coordination and admin time so recruiters can focus on connecting with candidates and hiring managers. Pricing varies by plan. Check the official website for current pricing.
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
Carv 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 | Carv | WhisperLiveKit |
|---|---|---|
| Core capability | Records, transcribes, and takes notes during interviews, intakes, and meetings | Real-time streaming speech-to-text with low latency over WebSocket |
| Standout feature | Full verbatim interview transcription with unanswered-question flagging | Real-time speaker diarization to distinguish multiple speakers |
| Team usage | Auto-generated candidate profiles from interview transcripts | FastAPI backend with OpenAI-compatible REST API and Deepgram-compatible WebSocket protocol |
| Integrations | Automatic job description drafting from intake calls | Multiple ASR backends (Whisper variants, Voxtral, Qwen3-ASR) and 200+ language support with translation |
| Languages & capture | ATS and HR system integrations with automated updates | Included customizable HTML/JavaScript web interface and Docker images (GPU and CPU) |
| Best-fit workflow | AI companion that retains context on the recruiter's workflow | Voice activity detection and multi-user support on a single backend |
Carv
Choose Carv if you need transcribing and summarizing candidate interviews hands-free — strengths include captures both candidate interviews and hiring-manager intake calls.
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.
Carv
WhisperLiveKit
It depends on your workflow. Carv is strong for transcribing and summarizing candidate interviews hands-free, while WhisperLiveKit is strong for self-hosted real-time meeting transcription with speaker labels. Both transcribe and summarize meetings.
Carv 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.
Often yes: teams combine tools when one handles capture and another handles analysis.
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