Vanna 2.0

Vanna 2.0 is a platform for building production-ready AI agents designed for real-world use and scaling. It helps teams move from prototype to deployment without reworking core code or architecture.

User-aware agents by design

Vanna 2.0 follows a data-first, user-first approach. Each agent request is tied to a specific user and their permissions, so the agent operates within the right boundaries.

• Identity, workspaces, and permission-aware requests
• Built-in checks for access to data and functions

Rich UI and dual output

The platform supports structured UI components and “dual output,” where responses are optimized both for LLM consumption (token-efficient) and for people (clear, visual blocks). This makes it easier to embed agents into existing products and admin dashboards.

Production features out of the box

Vanna 2.0 includes quota and limit management, context-aware data handling, and an open-source codebase. Developers can integrate via API, extend functionality, and run AI agents in production with fewer custom wrappers.

• Quotas and usage limits
• Context-oriented data workflows
• API integration and extensibility
• Open-source foundation