Conveo: AI-led qualitative research platform that runs video, voice, and text interviews and analyzes every signal for insights at speed. 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. Here's where each one pulls ahead on pricing, features, and the meetings it suits best.
How Hosiqo compares and tests toolsFinal recommendation
Shortlist Conveo when continuous consumer and ux research using video interviews at scale matters most, and Natively when running a fully local, offline meeting assistant via ollama for sensitive discussions matters most. Trial each on a few real meetings before you commit — the better fit usually shows fast.
AI-led qualitative research platform that runs video, voice, and text interviews and analyzes every signal for insights at speed.
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.
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
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
Conveo 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 | Conveo | Natively |
|---|---|---|
| Core capability | AI interviewer conducting asynchronous video, voice, and text interviews | Real-time transcription with a low-latency Rust-based audio pipeline |
| Standout feature | Real-time discussion-guide adaptation with contextual follow-ups | Structured, searchable meeting notes with action items and decisions |
| Team usage | Multi-signal analysis of voice, video, tone, and behavior | On-demand AI assist via keyboard shortcut during calls |
| Integrations | Automated executive summaries, thematic analysis, and quantitative extraction | Bring-your-own-key support for Gemini, OpenAI, Claude, and Groq |
| Languages & capture | Findings linked back to source video moments | Fully local/offline option through Ollama with local data storage by default |
| Best-fit workflow | End-to-end recruiting, interviewing, and analysis in 50+ languages | Works alongside Zoom, Google Meet, and Microsoft Teams without a visible bot |
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.
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.
Conveo
Natively
It depends on your workflow. Conveo is strong for continuous consumer and ux research using video 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.
Conveo 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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