Defog
Get instant insights from complex enterprise data

Target Audience
- Business Analysts
- Data Teams
- Enterprise Executives
Hashtags
Overview
Defog lets you ask natural language questions about your business data and get accurate answers instantly. It works with databases, CSVs, and popular platforms to help non-technical users explore data trends without waiting for SQL experts. Your data stays completely private while the AI adapts to your preferences over time.
Key Features
Data Privacy
Enterprise data never leaves your control
SQLCoder-Powered
Industry-leading accuracy for data queries
Cross-Platform
Works with databases, CSVs, and cloud tools
Adaptive Learning
Improves responses based on your feedback
Use Cases
Explore data hypotheses in real-time
Generate board-ready reports instantly
Ask ad-hoc questions without SQL knowledge
Combine data from multiple sources
Pros & Cons
Pros
- Maintains full data privacy/control
- Outperforms GPT-4 for SQL generation
- Works with existing databases and CSVs
- Open-source evaluation framework available
Cons
- CSV analysis limited to uploaded files
- Primarily targets enterprise users
Frequently Asked Questions
Is my data used to train AI models?
Your data is never shared with anyone, including with our AI models.
What databases does Defog support?
Works with any structured database including Postgres and Snowflake, plus CSV files.
How accurate are the results?
SQLCoder outperforms all major models in text-to-SQL accuracy according to third-party experts.
Integrations
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