Gilbert: French sovereign AI meeting note taker that generates structured reports, decisions and actions, hosted in France on SecNumCloud infrastructure. Munsit: Munsit is an Arabic-focused voice AI platform from CNTXT that transcribes meetings and audio into structured notes and provides text-to-speech and voice tools. Which one wins depends on your platform mix, budget, and how hands-off you want notes to be.
How Hosiqo compares and tests toolsFinal recommendation
Shortlist Gilbert when generating french meeting reports for sovereignty-sensitive sectors matters most, and Munsit when building arabic voice agents and virtual assistants for contact centers and customer support matters most. Run both through a week of actual calls to see which suits your workflow.
French sovereign AI meeting note taker that generates structured reports, decisions and actions, hosted in France on SecNumCloud infrastructure.
Munsit is an Arabic-focused voice AI platform from CNTXT that transcribes meetings and audio into structured notes and provides text-to-speech and voice tools.
Gilbert is a French AI meeting note taker developed by the startup Lexia France, designed and hosted in France with a strong sovereignty focus. It captures meetings live across desktop, mobile and web and automatically produces structured meeting reports that include summaries, decisions and assigned action items. The product is built around proprietary French language models and a custom terminology dictionary that lets users add domain-specific terms, and it offers natural-language search across past meetings. A defining characteristic is its data-sovereignty stance: Gilbert states that data is hosted on OVHcloud infrastructure with SecNumCloud qualification from the French cybersecurity authority ANSSI, that no data crosses the Atlantic, and that it does not rely on third-party model providers. The company lists SOC 2 Type 2, ISO 27001 and GDPR compliance. Gilbert integrates with many business tools, including native connections to Slack, Notion, HubSpot, Salesforce and Teams plus broad coverage through Zapier. It targets French-speaking organizations, particularly those in regulated or sovereignty-sensitive sectors, that want automated French meeting documentation kept entirely within France. Pricing varies by plan. Check the official website for current pricing.
Best suited for
Munsit is an Arabic voice AI platform built by CNTXT (FZCO) in the UAE, centered on a next-generation Arabic speech-to-text model that recognizes more than 25 Arabic dialects in both clean and noisy conditions. For meetings, it offers file and live transcription that turns Arabic conversations into structured minutes with speaker labels, decisions, and action items, and supports real-time transcription with low latency for live calls. Beyond transcription, the platform includes a text-to-speech studio, a voices library with voice cloning, translation into Arabic, and an Arabic AI chatbot. Munsit is available as a web dashboard and as a mobile "Super App" (MunsitAI on the App Store) for recording interviews and transcribing meetings, alongside REST and streaming APIs and on-device SDKs for iOS, Android, macOS, Windows, and Linux. It targets enterprises, governments, contact centers, content creators, and developers building Arabic voice applications, with on-premise and VPC deployment options for organizations with strict data requirements.
Best suited for
Gilbert is a free tier with paid upgrades (freemium); Munsit is a free tier with paid upgrades (freemium). Always confirm current pricing on each vendor's site before buying.
| Feature | Gilbert | Munsit |
|---|---|---|
| Core capability | Live meeting capture across desktop, mobile and web | Arabic speech-to-text supporting 25+ dialects |
| Standout feature | Structured reports with summaries, decisions and assigned actions | Meeting transcription with structured minutes, speakers, decisions, and action items |
| Team usage | Proprietary French language models and custom terminology dictionary | File upload and live/real-time transcription |
| Integrations | Natural-language search across past meetings | Text-to-speech studio with voice cloning |
| Languages & capture | Hosting in France on OVHcloud SecNumCloud infrastructure with no transatlantic data transfer | Translation into Arabic |
| Best-fit workflow | Live meeting capture across desktop, mobile and web | Web dashboard, mobile app, APIs, and on-device SDKs |
Gilbert
Choose Gilbert if you need generating french meeting reports for sovereignty-sensitive sectors — strengths include strong french data-sovereignty posture with anssi-qualified secnumcloud hosting.
Munsit
Choose Munsit if you need transcribing arabic meetings and interviews into structured minutes and notes — strengths include specialized, high-accuracy arabic recognition across many regional dialects.
Gilbert
Munsit
It depends on your workflow. Gilbert is strong for generating french meeting reports for sovereignty-sensitive sectors, while Munsit is strong for transcribing arabic meetings and interviews into structured minutes and notes. Both transcribe and summarize meetings.
Gilbert is a free tier with paid upgrades and Munsit 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.
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