Celeste AI: Brazilian Portuguese-focused AI voice and transcription platform offering on-demand transcription plus a meeting assistant and AI notes, with credit-based and subscription plans. Great Question: All-in-one UX research platform combining recruitment, scheduling, and AI analysis of interviews into a connected research repository. This comparison weighs them on pricing, features, and everyday workflow fit.
How Hosiqo compares and tests toolsFinal recommendation
Shortlist Celeste AI when brazilian teams transcribing meetings and calls in portuguese matters most, and Great Question when auto-summarizing and tagging interview sessions with ai matters most. Test each on your own meetings; the right choice tends to become obvious quickly.
Brazilian Portuguese-focused AI voice and transcription platform offering on-demand transcription plus a meeting assistant and AI notes, with credit-based and subscription plans.
All-in-one UX research platform combining recruitment, scheduling, and AI analysis of interviews into a connected research repository.
Celeste AI is a Brazilian voice AI and transcription platform that specializes in Portuguese, particularly Brazilian Portuguese, while also processing audio in additional languages such as English, Spanish, German, Italian, and French. Originally known for automated audio-to-text transcription that the company positions as far more efficient than manual transcription, Celeste AI has expanded into a broader suite that includes a Meeting Assistant (Assistente de Reunião) and AI Notes (Notas de IA), alongside transcription and quality-monitoring offerings. The platform uses machine learning speech models tuned for Portuguese and is offered both as an on-demand service and via an API, so users and businesses can transcribe content as needed. Its on-demand model lets customers pay only for the hours they actually use by purchasing credits, with flexible subscription plans available for those who have recurring transcription needs. As a Brazilian company connected to local institutions such as FGV Ventures and the São José dos Campos technology park, Celeste AI is oriented toward the Brazilian market and Portuguese-language workflows, and it reports a growing user base. The service is currently operating, with a functioning login, demo requests, and support, and is suited to professionals and companies that need accurate Portuguese transcription and meeting documentation. Pricing varies by plan. Check the official website for current pricing.
Best suited for
Great Question is a UX research platform that consolidates participant recruitment, study setup, and AI analysis into a single workflow for product managers, designers, UX researchers, and research operations teams. On the recruitment side it offers access to a large participant panel, the ability to build customer panels from CRM systems, automated screening, eligibility rules, incentive payments, and a research calendar for scheduling one-on-one, collective, or round-robin interviews. For conducting research it supports moderated user interviews, AI-moderated interviews, unmoderated prototype testing with Figma, surveys, card sorting, tree testing, and focus groups, with observer rooms for live team participation. After sessions, Great Question's AI analysis generates summaries, chapters, highlights, and tags, and builds a searchable research repository where transcripts, themes, highlight reels, and insights are connected so teams can query their entire body of research. It offers a wide range of integrations and an MCP that lets users run and analyze research from AI tools, and meets enterprise requirements with SOC 2 Type II, GDPR, and HIPAA compliance. The platform aims to take research from recruitment through synthesis without stitching together multiple tools. Pricing varies by plan. Check the official website for current pricing.
Best suited for
Celeste AI is a free tier with paid upgrades (freemium); Great Question is a free tier with paid upgrades (freemium). Always confirm current pricing on each vendor's site before buying.
| Feature | Celeste AI | Great Question |
|---|---|---|
| Core capability | AI transcription specialized for Brazilian Portuguese | AI analysis generating summaries, chapters, highlights, and tags from interviews |
| Standout feature | Meeting Assistant for capturing and documenting meetings | Searchable research repository connecting transcripts, themes, and insights |
| Team usage | AI Notes for organizing transcribed content | Participant recruitment from a large panel plus CRM-based custom panels |
| Integrations | Support for multiple languages including English, Spanish, German, Italian, and French | Scheduling, screening, eligibility rules, and incentive payments |
| Languages & capture | On-demand credit-based usage plus flexible subscription plans | Moderated, AI-moderated, and unmoderated study methods including prototype testing |
| Best-fit workflow | API access for integrating transcription into other workflows | 50+ integrations plus an MCP for running research from AI tools |
Celeste AI
Choose Celeste AI if you need brazilian teams transcribing meetings and calls in portuguese — strengths include strong focus on brazilian portuguese transcription accuracy.
Great Question
Choose Great Question if you need recruiting participants and scheduling user interviews end to end — strengths include handles recruitment, study execution, and analysis in one platform.
Celeste AI
Great Question
It depends on your workflow. Celeste AI is strong for brazilian teams transcribing meetings and calls in portuguese, while Great Question is strong for recruiting participants and scheduling user interviews end to end. Both transcribe and summarize meetings.
Celeste AI is a free tier with paid upgrades and Great Question is a free tier with paid upgrades. Check each vendor's pricing page for the latest plans and free-tier limits.
You can — some teams pair them when each covers a different part of the meeting workflow.
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