Vanna: Your AI Business Intelligence Assistant Introduction
Vanna is an AI-powered business intelligence assistant that allows users to query databases and generate insights using natural language, without needing SQL or Python skills.
View MoreWhat is Vanna: Your AI Business Intelligence Assistant
Vanna is an open-source AI business intelligence assistant that enables users to interact with their databases and generate actionable insights simply by asking questions in natural language. It uses large language models and retrieval augmented generation (RAG) to translate natural language queries into accurate SQL, allowing both technical and non-technical users to easily extract valuable information from complex datasets. Vanna integrates with popular databases like Snowflake, BigQuery, and PostgreSQL, and can be customized to work with any database, LLM, or vector database.
How does Vanna: Your AI Business Intelligence Assistant work?
Vanna works by first training a RAG model on your specific database schema, documentation, and example queries. When a user asks a question, Vanna searches this corpus to find relevant information and uses an LLM (like OpenAI's models) to generate an appropriate SQL query. This query is then executed on the connected database, and the results are presented to the user in the form of tables, charts, or other visualizations. As users interact with Vanna, it continuously learns and improves its accuracy. The system is designed with security in mind, ensuring that sensitive data is not exposed to external LLMs unless explicitly configured to do so.
Benefits of Vanna: Your AI Business Intelligence Assistant
Using Vanna offers numerous benefits to organizations. It democratizes data access by allowing non-technical users to query databases without SQL knowledge, saving time and reducing the workload on data teams. For SQL experts, it speeds up query writing, enabling them to focus on more complex analysis. Vanna's self-learning capability means it becomes more accurate and tailored to your specific data over time. Its open-source nature allows for customization and integration into existing workflows, while its security-focused design protects sensitive information. By making data more accessible and insights easier to obtain, Vanna empowers organizations to make faster, data-driven decisions and unlock the full potential of their data assets.
Vanna: Your AI Business Intelligence Assistant Monthly Traffic Trends
Vanna: Your AI Business Intelligence Assistant experienced a 25.5% decline in traffic, losing 22,973 visits. The CVE-2024-5565 vulnerability related to prompt injection and remote code execution might have deterred users, affecting its security and trustworthiness.
View history traffic
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