mandari documents use of Nebius Token Factory for open-weight language models. Its disclosures describe summaries of public council documents, location extraction for maps, citizen-portal AI research and an assistant in mandari Work. The Work assistant processes inputs only when users invoke it and can be disabled for an organization. Nebius is currently its only approved AI provider. Other OpenAI-compatible providers require operator approval before they can be configured.
The platform remains in a pilot and beta phase. Its pricing page labels Insight AI summaries and chat as planned. Nebius processing locations depend on the model and can include the United States. OCR runs on mandari’s own systems. A self-hosted language model for meeting-management AI features is planned for 2027.
mandari lists Nebius Token Factory for council-document summaries, location extraction, citizen-portal AI research and its user-invoked Work assistant. It states that Nebius is currently its only approved AI provider. Other OpenAI-compatible providers require operator approval before configuration.
Trust CenterListed 26 Oct 2026 · mandari · Web pagemandari lists Nebius Token Factory for council-document summaries, location extraction, citizen-portal AI research and its user-invoked Work assistant. It states that Nebius is currently its only approved AI provider. Other OpenAI-compatible providers require operator approval before configuration.
Privacy policy
Listed 26 Oct 2026 · mandari · Web page
mandari identifies the document excerpts, research questions and user-invoked Work assistant inputs sent to Nebius.
Privacy policyListed 26 Oct 2026 · mandari · Web pagemandari identifies the document excerpts, research questions and user-invoked Work assistant inputs sent to Nebius.
Sources and AI components
Listed 26 Oct 2026 · mandari · Web page
mandari describes open-weight models supplied through Nebius Token Factory and model-dependent processing locations. It separately places OCR on its own systems and plans a self-hosted meeting-management language model for 2027.
Sources and AI componentsListed 26 Oct 2026 · mandari · Web pagemandari describes open-weight models supplied through Nebius Token Factory and model-dependent processing locations. It separately places OCR on its own systems and plans a self-hosted meeting-management language model for 2027.
mandari is an open-source platform for municipal administration, council groups and citizens, developed and operated by topixmedia, Sven Konopka’s sole proprietorship in Münster, Germany. Its Insight portal lets citizens search council documents and decisions and view them on a map. Work supports council groups with meeting preparation, motions and deadlines, while Session handles municipal agendas and meeting minutes. The software is available under AGPL-3.0 for self-hosting; the operator earns revenue from hosting, maintenance, implementation and training.
mandari releases version 0.11 with expanded council workflows
mandari released version 0.11 with meeting invitations, protected approved minutes and traceable corrections in Session. Work adds administrative feedback on submitted motions, while the citizen portal gains address-based radius searches and support for OParl 1.0 sources.
Open-source software for municipal meeting administration, council-group work and public access to council information. · Workplace tools
How they use Nebius Token Factory
mandari documents use of Nebius Token Factory for open-weight language models. Its disclosures describe summaries of public council documents, location extraction for maps, citizen-portal AI research and an assistant in mandari Work. The Work assistant processes inputs only when users invoke it and can be disabled for an organization. Nebius is currently its only approved AI provider. Other OpenAI-compatible providers require operator approval before they can be configured.
The platform remains in a pilot and beta phase. Its pricing page labels Insight AI summaries and chat as planned. Nebius processing locations depend on the model and can include the United States. OCR runs on mandari’s own systems. A self-hosted language model for meeting-management AI features is planned for 2027.
mandari lists Nebius Token Factory for council-document summaries, location extraction, citizen-portal AI research and its user-invoked Work assistant. It states that Nebius is currently its only approved AI provider. Other OpenAI-compatible providers require operator approval before configuration.
Trust CenterListed 26 Oct 2026 · mandari · Web pagemandari lists Nebius Token Factory for council-document summaries, location extraction, citizen-portal AI research and its user-invoked Work assistant. It states that Nebius is currently its only approved AI provider. Other OpenAI-compatible providers require operator approval before configuration.
Privacy policy
Listed 26 Oct 2026 · mandari · Web page
mandari identifies the document excerpts, research questions and user-invoked Work assistant inputs sent to Nebius.
Privacy policyListed 26 Oct 2026 · mandari · Web pagemandari identifies the document excerpts, research questions and user-invoked Work assistant inputs sent to Nebius.
Sources and AI components
Listed 26 Oct 2026 · mandari · Web page
mandari describes open-weight models supplied through Nebius Token Factory and model-dependent processing locations. It separately places OCR on its own systems and plans a self-hosted meeting-management language model for 2027.
Sources and AI componentsListed 26 Oct 2026 · mandari · Web pagemandari describes open-weight models supplied through Nebius Token Factory and model-dependent processing locations. It separately places OCR on its own systems and plans a self-hosted meeting-management language model for 2027.
mandari is an open-source platform for municipal administration, council groups and citizens, developed and operated by topixmedia, Sven Konopka’s sole proprietorship in Münster, Germany. Its Insight portal lets citizens search council documents and decisions and view them on a map. Work supports council groups with meeting preparation, motions and deadlines, while Session handles municipal agendas and meeting minutes. The software is available under AGPL-3.0 for self-hosting; the operator earns revenue from hosting, maintenance, implementation and training.
mandari releases version 0.11 with expanded council workflows
mandari released version 0.11 with meeting invitations, protected approved minutes and traceable corrections in Session. Work adds administrative feedback on submitted motions, while the citizen portal gains address-based radius searches and support for OParl 1.0 sources.
