About Vanna.AI
Vanna.AI is the leading open-source text-to-SQL framework. It learns your schema and past queries, then generates accurate SQL that runs on your warehouse. Teams pick it because open-source and learns your schema.
Things to keep in mind: setup needs python skill.
Vanna.AI is a freemium tool and launched on 2023-05-10. It sits in the Coding and Research space and is best used to Search private documents (RAG), Generate SQL from a question.
Pricing
- Self-hosted text-to-SQL engine
- RAG over database schema
- Community support
- Full source code access
Features
- •IDE / editor integrationBuilt-in support for ide / editor integration — used for search private documents (rag).
- •Multi-language autocompleteBuilt-in support for multi-language autocomplete — used for search private documents (rag).
- •Inline chat for codeBuilt-in support for inline chat for code — used for search private documents (rag).
- •Repo-aware contextBuilt-in support for repo-aware context — used for search private documents (rag).
Pros
- Open-source
- Learns your schema
- Strong on Snowflake/BigQuery/Postgres
Cons
- Setup needs Python skill
- Cloud tiers add up
- Requires good training data
AI Models used
The foundation models that power Vanna.AI under the hood.
Generates SQL queries from natural language questions using the product's RAG system over database schemas.
Fine-tuned text-to-SQL model optimized for converting natural language to database queries with schema awareness.
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