AILYZE: AILYZE is an AI qualitative data analysis platform that transcribes interviews and conducts autonomous AI voice interviews, then generates themes, summaries, and insights from the resulting text. 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. Here's where each one pulls ahead on pricing, features, and the meetings it suits best.
How Hosiqo compares and tests toolsFinal recommendation
Shortlist AILYZE when conducting and transcribing ai-led research interviews at scale matters most, and WhisperLiveKit when building privacy-first transcription into custom applications via compatible apis matters most. Trial each on a few real meetings before you commit — the better fit usually shows fast.
AILYZE is an AI qualitative data analysis platform that transcribes interviews and conducts autonomous AI voice interviews, then generates themes, summaries, and insights from the resulting text.
Open-source, self-hosted real-time speech-to-text and speaker diarization toolkit with a FastAPI server and web interface, suitable for meeting transcription.
AILYZE is a web-based AI platform for qualitative data analysis, built primarily for researchers, academics, and organizations working with unstructured data. Beyond analyzing uploaded text, it offers an AI Avatar Interviewer that autonomously conducts semi-structured voice interviews in multiple languages, capturing participant responses and automatically transcribing them. Users can also upload audio and video files (such as MP3, WAV, MP4, and AVI) for transcription, after which the transcripts can be analyzed alongside documents. Once data is captured, AILYZE applies AI-driven thematic analysis, content and frequency analysis, cross-segment comparison, summarization, and a chat-with-your-document feature, producing reports and visualizations. It accepts documents (PDF, DOCX) and spreadsheets (XLSX, CSV) and supports 100+ languages, including colloquial dialects. The product emphasizes data security, stating uploaded data is encrypted and not used to train its models. It is used by academic researchers, universities, healthcare organizations, and non-profits, and is accessed entirely through the browser without local installation.
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
AILYZE 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 | AILYZE | WhisperLiveKit |
|---|---|---|
| Core capability | AI Avatar Interviewer that autonomously conducts semi-structured voice interviews in multiple languages | Real-time streaming speech-to-text with low latency over WebSocket |
| Standout feature | Audio and video transcription of uploaded files (MP3, WAV, MP4, AVI and more) | Real-time speaker diarization to distinguish multiple speakers |
| Team usage | AI thematic analysis with automated theme extraction and coding | FastAPI backend with OpenAI-compatible REST API and Deepgram-compatible WebSocket protocol |
| Integrations | Content and frequency analysis across data segments | Multiple ASR backends (Whisper variants, Voxtral, Qwen3-ASR) and 200+ language support with translation |
| Languages & capture | Chat-with-your-document AI assistant for conversational querying | Included customizable HTML/JavaScript web interface and Docker images (GPU and CPU) |
| Best-fit workflow | Support for 100+ languages including colloquial dialects | Voice activity detection and multi-user support on a single backend |
AILYZE
Choose AILYZE if you need conducting and transcribing ai-led research interviews at scale — strengths include combines interview capture, transcription, and qualitative analysis in one web-based platform.
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.
AILYZE
WhisperLiveKit
It depends on your workflow. AILYZE is strong for conducting and transcribing ai-led research interviews at scale, while WhisperLiveKit is strong for self-hosted real-time meeting transcription with speaker labels. Both transcribe and summarize meetings.
AILYZE 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.
More head-to-head comparisons involving AILYZE and WhisperLiveKit.
AILYZE: AILYZE is an AI qualitative data analysis platform that transcribes interviews and conducts autonomous AI voice interviews, then generates themes, summaries, and insights from the resulting text. AKALULI AI Voice Recorder: AI voice recorder device with a companion app that transcribes, summarizes, and builds mind maps from meetings and recordings. This comparison weighs them on pricing, features, and everyday workflow fit.
AILYZE: AILYZE is an AI qualitative data analysis platform that transcribes interviews and conducts autonomous AI voice interviews, then generates themes, summaries, and insights from the resulting text. Acta.ai: India-built AI meeting assistant that joins calls, transcribes, and produces role-specific summaries, decisions, and action items. Here's where each one pulls ahead on pricing, features, and the meetings it suits best.
AILYZE: AILYZE is an AI qualitative data analysis platform that transcribes interviews and conducts autonomous AI voice interviews, then generates themes, summaries, and insights from the resulting text. ActasDeReuniones.AI: Colombian Spanish-language tool that turns uploaded meeting recordings into professional, editable meeting minutes (actas) in Word format within minutes. Here's where each one pulls ahead on pricing, features, and the meetings it suits best.
AILYZE: AILYZE is an AI qualitative data analysis platform that transcribes interviews and conducts autonomous AI voice interviews, then generates themes, summaries, and insights from the resulting text. Adobe Podcast: A web-based Adobe studio that records and transcribes audio, then lets you edit it by editing the transcript text. This comparison weighs them on pricing, features, and everyday workflow fit.
AILYZE: AILYZE is an AI qualitative data analysis platform that transcribes interviews and conducts autonomous AI voice interviews, then generates themes, summaries, and insights from the resulting text. Agaton: Stockholm-based AI conversation intelligence platform that analyzes sales and customer calls to surface buying signals, coach reps, and turn conversations into revenue insights. Here's where each one pulls ahead on pricing, features, and the meetings it suits best.
AILYZE: AILYZE is an AI qualitative data analysis platform that transcribes interviews and conducts autonomous AI voice interviews, then generates themes, summaries, and insights from the resulting text. Agent MIA: A France-hosted AI meeting assistant that records, transcribes, identifies speakers, and writes structured meeting reports you can question with cited answers. Below, they line up on price, capture method, and how each fits a real meeting stack.
AILYZE: AILYZE is an AI qualitative data analysis platform that transcribes interviews and conducts autonomous AI voice interviews, then generates themes, summaries, and insights from the resulting text. Agilotext: Agilotext is a French AI transcription platform that turns audio and video recordings into structured meeting minutes, transcripts, and summaries. Below, they line up on price, capture method, and how each fits a real meeting stack.
AILYZE: AILYZE is an AI qualitative data analysis platform that transcribes interviews and conducts autonomous AI voice interviews, then generates themes, summaries, and insights from the resulting text. Aiko: On-device AI transcription app for Mac, iOS, and visionOS that converts lecture and meeting audio to text privately. Here's where each one pulls ahead on pricing, features, and the meetings it suits best.
AILYZE: AILYZE is an AI qualitative data analysis platform that transcribes interviews and conducts autonomous AI voice interviews, then generates themes, summaries, and insights from the resulting text. Aircall: Cloud phone and call center platform with built-in AI conversation intelligence: transcription, call summaries, sentiment, and call scoring. This comparison weighs them on pricing, features, and everyday workflow fit.
AILYZE: AILYZE is an AI qualitative data analysis platform that transcribes interviews and conducts autonomous AI voice interviews, then generates themes, summaries, and insights from the resulting text. Aircover: Real-time in-call AI sales coach that surfaces answers, battlecards, and CRM updates live during sales meetings. The right pick comes down to team size, budget, and the workflows you want to automate.
AILYZE: AILYZE is an AI qualitative data analysis platform that transcribes interviews and conducts autonomous AI voice interviews, then generates themes, summaries, and insights from the resulting text. Airepoto: Korean AI meeting documentation platform by RSUPPORT that records, transcribes with speaker separation, and summarizes meetings across Zoom, Teams, and Google Meet. The right pick comes down to team size, budget, and the workflows you want to automate.
AILYZE: AILYZE is an AI qualitative data analysis platform that transcribes interviews and conducts autonomous AI voice interviews, then generates themes, summaries, and insights from the resulting text. Airspeed: Sales conversation intelligence and coaching platform (formerly Glyphic) that records and analyzes calls, scores reps, and keeps CRM data in sync. Which one wins depends on your platform mix, budget, and how hands-off you want notes to be.