Danswer has become Onyx, an open-source enterprise search and AI assistant connected to organizational documents, applications and people, with research, MCP, code interpretation and collaboration features. Organizations should scope connectors and permissions, remove secrets, test retrieval and citations, protect shared chats, constrain tools, monitor usage and retain accountable human review.
Use authorized, minimal inputs and grant integrations the least access required. Configure privacy, retention, sharing, quality, accessibility, disclosure, export, governance, moderation and spending controls. Test representative cases, verify generated facts, calculations, citations, code, financial data, voice and visual details, preserve originals and version history, and retain accountable human approval before publication, investment, customer contact, deployment or operational action.
The self-hosted open-source edition is free, while managed and enterprise deployments use custom pricing. Users, connectors, documents, models, hosting, security, support, implementation and contract terms determine cost.
AI output can be inaccurate, biased, derivative, insecure, incomplete or misleading. Review consent, copyright, likeness, voice and commercial rights, training and retention terms, renewals, refunds, platform rules and applicable law. Financial, voice, customer-service, workplace, biometric, retail and geospatial workflows require qualified human review.
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