Defog.ai: Natural Language SQL for Enterprise Data
Screenshot of Defog.ai

Defog.ai

Discover what Defog.ai is, a privacy-first AI platform that turns natural language questions into SQL queries for enterprise databases.

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What is Defog.ai?

Defog.ai is a platform built for enterprise SQL environments. Its fine-tuned AI models let business teams ask questions about their data in everyday language and generate SQL queries automatically, simplifying data analysis in SQL, Python, and R.

A key aspect of Defog.ai is its focus on data privacy. It personalizes its AI models using only metadata, so it never needs access to your actual databases — whether you use private hosting or cloud services. The company has raised $2.2 million in funding led by Y Combinator and Script Capital.

Key Features

  • Hosted natural language queries: Ask questions in plain language and get answers.
  • Privacy-first database integration: Connects to SQL databases without sharing your actual data.
  • Fine-tuned LLMs: Advanced models for data analysis in SQL, Python, and R.
  • Custom AI models: Models built specifically for your database’s structure and business rules.
  • SQLCoder: Defog leverages SQLCoder, an open-source model for converting text into SQL code.

Experts have praised Defog.ai for the clarity of its explanations, the accuracy of its results, and SQLCoder’s performance.

Who created Defog.ai?

Defog.ai was founded by a team led by Clement Delangue, the CEO. The company focuses on privacy-first AI for data analysis, aiming to let business teams query structured data using natural language. With $2.2 million in funding from Y Combinator and Script Capital, Defog.ai is establishing itself as a player in secure, adaptable AI-driven analytics.

What is Defog.ai used for?

  • Natural language data queries: Teams ask data-related questions in plain language and get immediate answers.
  • Privacy-first integration: Connects to any SQL database or data warehouse without sharing your data.
  • Simplified analysis: Fine-tuned LLMs handle complex analysis, with results presented as tables and charts.
  • Tailored analytics: Custom models built for your database’s structure produce more dependable results.
  • Text-to-SQL generation: SQLCoder generates SQL from natural language input.

Pricing

Defog.ai offers three plans:

  • Explorer: For getting started.
  • Pro: More advanced features and integrations.
  • Enterprise: Customized, scalable solutions for businesses.

Each plan varies in features, query limits, database access options, administrative controls, and support levels.

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