Amical: Amical is an open-source, local-first AI dictation and voice-notes app that transcribes speech to text on your own machine using Whisper and open-source LLMs. Userology: Vision-aware AI UX research agent that moderates usability and concept-testing interviews and reports task metrics and insights. We compare them on cost, capture approach, and day-to-day fit so you can choose faster.
How Hosiqo compares and tests toolsFinal recommendation
Shortlist Amical when dictating emails, messages, and documents hands-free with app-appropriate formatting matters most, and Userology when scaling generative ux interviews without researcher bottlenecks matters most. Trial each on a few real meetings before you commit — the better fit usually shows fast.
Amical is an open-source, local-first AI dictation and voice-notes app that transcribes speech to text on your own machine using Whisper and open-source LLMs.
Vision-aware AI UX research agent that moderates usability and concept-testing interviews and reports task metrics and insights.
Amical is an open-source, MIT-licensed AI dictation application that turns speech into formatted text directly on your device. It runs OpenAI's Whisper for speech recognition locally and uses open-source LLMs (via Ollama) for intelligent processing, so dictation can work offline once a local model is set up; for machines that can't handle local inference, it offers a cloud fallback. Built with Electron and TypeScript, it runs on Mac and Windows as a desktop app with a floating widget interface and configurable hotkeys. Its standout feature is context-aware formatting: it detects the active application and adapts tone and structure accordingly, producing professional text in email, casual phrasing in chat apps, or prompt and command-style output in IDEs and terminals. It supports many languages plus mixed-language dictation, and custom vocabulary for domain-specific terms. Beyond dictation, it is adding smart voice notes with summaries and task generation. It targets privacy-conscious writers, developers, and professionals wanting a free alternative to paid dictation tools.
Best suited for
Userology is an AI UX research platform built around a vision-aware AI moderator that conducts user research interviews and usability tests at scale. Unlike text-only interview bots, its moderator can watch participants complete tasks on screen, layering in interaction analysis to evaluate how users actually navigate a product, and it asks context-aware follow-up questions, detects silence, and handles technical glitches during a session. The platform supports several research methods, including generative voice interviews, prototype testing with Figma links, live product research on existing Android, iOS, and web experiences, and diary studies, with additional evaluative methods noted as in development. It supports moderation in 40-plus languages and offers built-in participant recruitment from a large panel, plus an integration with User Interviews for additional targeting, screening, and recruitment. After sessions, Userology automatically generates reports that combine transcripts, qualitative and quantitative patterns, and key metrics, and it lets teams chat with their research data to dig into findings. The product positions itself as a way for product and design teams to compress research timelines from weeks to days while reducing the manual hours typically required for moderating and analyzing studies. Pricing varies by plan. Check the official website for current pricing.
Best suited for
Amical is open source (open source); Userology is a free tier with paid upgrades (freemium). Always confirm current pricing on each vendor's site before buying.
| Feature | Amical | Userology |
|---|---|---|
| Core capability | Local speech-to-text transcription powered by OpenAI Whisper | Vision-aware AI moderator that observes on-screen task completion |
| Standout feature | On-device LLM processing via Ollama, with a cloud fallback option | Context-aware follow-ups with silence detection and glitch handling |
| Team usage | Context-aware formatting that adapts tone to the active app (email, chat, IDE, terminal) | Multiple methods: voice interviews, prototype testing, live product research, diary studies |
| Integrations | Multi-language and mixed-language dictation support | Automated reports with transcripts, insights, and task-based metrics |
| Languages & capture | Custom vocabulary for domain-specific terms and configurable hotkeys | Chat-with-your-research data exploration |
| Best-fit workflow | Smart voice notes with summaries and task generation (in development) | Built-in panel recruitment plus User Interviews integration, 40+ languages |
Amical
Choose Amical if you need dictating emails, messages, and documents hands-free with app-appropriate formatting — strengths include fully open source (mit) and actively maintained with frequent releases.
Userology
Choose Userology if you need ai-moderated usability and prototype testing of apps and web products — strengths include vision awareness supports usability and prototype testing, not just verbal interviews.
Amical
Userology
It depends on your workflow. Amical is strong for dictating emails, messages, and documents hands-free with app-appropriate formatting, while Userology is strong for ai-moderated usability and prototype testing of apps and web products. Both transcribe and summarize meetings.
Amical is open source and Userology is a free tier with paid upgrades. Check each vendor's pricing page for the latest plans and free-tier limits.
Yes. Many teams run more than one meeting assistant when the workflows are complementary.
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