Vanna AI: SQL Generation with RAG
Vanna is an open-source Python RAG framework for SQL generation, allowing users to query databases using natural language.
Vanna AI solves one of the most common business problems: allowing non-technical users to query complex databases using plain English. It is a specialized RAG framework designed specifically for accurate SQL generation.
Training on Your Schema
Unlike general-purpose LLMs, Vanna is "trained" on your specific database schema, documentation, and historical queries. This ensures that the generated SQL is not only syntactically correct but also understands the specific relationships and business logic within your data.
Self-Improving Accuracy
Vanna includes a feedback loop where users can verify or correct generated SQL. These corrections are fed back into the system, allowing the AI to learn and improve its accuracy over time, eventually becoming a highly reliable "AI data analyst" for your organization.