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. Natively: A free, open-source desktop AI meeting assistant offering real-time transcription, structured notes, and on-call answers with local processing and bring-your-own-key support. This comparison weighs them on pricing, features, and everyday workflow fit.
How Hosiqo compares and tests toolsFinal recommendation
Shortlist AILYZE when conducting and transcribing ai-led research interviews at scale matters most, and Natively when running a fully local, offline meeting assistant via ollama for sensitive discussions matters most. Try them side by side on real calls before deciding — needs vary by team.
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.
A free, open-source desktop AI meeting assistant offering real-time transcription, structured notes, and on-call answers with local processing and bring-your-own-key support.
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
Natively is an open-source AI meeting assistant maintained by the Natively-AI-assistant project and actively developed through 2025 and 2026. It runs as a desktop application on macOS (Apple Silicon and Intel) and Windows, capturing meeting audio directly on the device rather than joining calls as a visible participant. Built with a Rust-based audio pipeline, it provides low-latency real-time transcription and generates structured, searchable meeting notes that include action items, decisions, and key moments, alongside an on-demand AI assist triggered by a keyboard shortcut. It offers several meeting modes for different contexts and works alongside major platforms such as Zoom, Google Meet, and Microsoft Teams. Natively is bring-your-own-key and supports providers including Google Gemini, OpenAI, Anthropic Claude, and Groq, plus a fully local option through Ollama so transcription and analysis can stay offline on the user's machine; meeting data is stored locally by default. As an indie, community-driven tool it positions itself as a free alternative to paid commercial assistants, though it relies on user-supplied API keys for cloud models and is still evolving. Verify current features and any policies on the official site. Pricing varies by plan. Check the official website for current pricing.
Best suited for
AILYZE is a free tier with paid upgrades (freemium); Natively is a free tier with paid upgrades (freemium). Always confirm current pricing on each vendor's site before buying.
| Feature | AILYZE | Natively |
|---|---|---|
| Core capability | AI Avatar Interviewer that autonomously conducts semi-structured voice interviews in multiple languages | Real-time transcription with a low-latency Rust-based audio pipeline |
| Standout feature | Audio and video transcription of uploaded files (MP3, WAV, MP4, AVI and more) | Structured, searchable meeting notes with action items and decisions |
| Team usage | AI thematic analysis with automated theme extraction and coding | On-demand AI assist via keyboard shortcut during calls |
| Integrations | Content and frequency analysis across data segments | Bring-your-own-key support for Gemini, OpenAI, Claude, and Groq |
| Languages & capture | Chat-with-your-document AI assistant for conversational querying | Fully local/offline option through Ollama with local data storage by default |
| Best-fit workflow | Support for 100+ languages including colloquial dialects | Works alongside Zoom, Google Meet, and Microsoft Teams without a visible bot |
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.
Natively
Choose Natively if you need capturing real-time transcripts and structured notes from calls without a visible bot — strengths include free and open source with active development.
AILYZE
Natively
It depends on your workflow. AILYZE is strong for conducting and transcribing ai-led research interviews at scale, while Natively is strong for capturing real-time transcripts and structured notes from calls without a visible bot. Both transcribe and summarize meetings.
AILYZE is a free tier with paid upgrades and Natively 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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