Vanna.AI is a personalized AI SQL agent that generates and runs accurate SQL for databases using LLMs via retrieval-augmented generation, with capabilities tied to the training data provided
FEATURES
🤖 Personalized AI SQL Agent: Vanna helps generate and run accurate SQL for databases using LLMs via Retrieval-Augmented Generation. It is trained based on the provided data, with more training data leading to better accuracy for large and complex datasets.
⚙️ Open-Source Integration: The Vanna Python package and various frontend integrations are open-source, allowing users to run Vanna on their own infrastructure and easily create connectors for different databases.
🔒 Data Privacy: Vanna ensures data privacy by only interacting with the metadata storage layer, which only sees schemas, documentation, and queries. The actual database contents are never sent to the LLM.
📈 Continuous Improvement: As Vanna is used, the model continuously improves by augmenting the training data, enhancing its accuracy and performance.
💻 Versatile Deployment: Vanna can be started in a Jupyter Notebook and exposed to business users via Slackbot, web app, Streamlit app, or any other frontend, including integration into customer-facing web apps.
USE CASES
Quick, data-driven decisions: Vanna.AI allows you to ask data questions instantly, using AI-generated SQL for your database, enabling faster and more informed decision-making
Vanna.ai offers several benefits, including:asier data retrieval for users without extensive SQL knowledge.educed risk of errors due to incomplete or incorrect definitions.mproved efficiency by leveraging AI and machine learning techniques
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