Vanna.AI
Python-based AI SQL agent trained on your schema
Open-Source AI SQL Agent for Complex Queries
Vanna is an open-source, Python-based AI SQL agent designed to generate and run complex SQL queries within seconds. Leveraging large language models (LLMs) via Retrieval-Augmented Generation (RAG), Vanna helps users interact with databases efficiently, serving as a powerful AI-driven business intelligence assistant.
Key Features:
- Rapid SQL Generation: Generate accurate and complex SQL queries quickly using AI-driven insights.
- Retrieval-Augmented Generation (RAG): Train a RAG "model" on your schema and data to enhance SQL accuracy.
- Open-Source Flexibility: Vanna's Python package and frontend integrations are fully open-source, offering easy customization.
- Schema-Based Training: Improve accuracy for large datasets by training Vanna with your specific data schema and queries.
- Privacy-Focused Design: Vanna never sends your database contents to the LLM; it only works with schemas, documentation, and queries.
Use Cases:
- Business Intelligence & Analytics: Generate SQL queries to analyze complex datasets and gain actionable insights.
- Database Management Automation: Automate routine SQL tasks to reduce manual workload.
- Data Exploration & Reporting: Quickly retrieve and analyze data for reporting and data-driven decision-making.
- Custom Query Generation: Train Vanna to cater to specific database structures, improving query precision for unique use cases.
- Developer Productivity Boost: Enable developers to generate SQL queries with minimal manual intervention, saving time and enhancing productivity.
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