Defog
Instant, Private AI Data Analysis for Enterprises
Description
Defog is an advanced AI-powered data analyst built for organizations that value privacy, accuracy, and speed. By leveraging cutting-edge text-to-SQL technology, Defog enables users to ask natural language questions and receive accurate, actionable insights from a wide range of data sources, including databases and CSV files.
Designed with enterprise needs in mind, Defog prioritizes data privacy—ensuring your data is never shared externally—and adapts to users through feedback and preferences. Its robust AI models are transparent and explainable, allowing users to trust and interpret results confidently in their business analytics processes.
Key Features
- Data Privacy: Data is never shared with third parties, including the AI model itself.
- Best-in-Class Accuracy: Powered by the industry-leading SQLCoder text-to-SQL model specialized for data analysis tasks.
- Custom Adaptation: Learns and adapts based on your feedback and preferences.
- Universal Data Support: Connects to all major structured databases and works directly with CSV files.
- Integration Connectors: Seamlessly integrates with a wide range of analytics tools and platforms.
- Drilldown & Deep Queries: Follow up with detailed questions and explore hypotheses without workflow interruptions.
- Explainable AI: Generates interpretable and trustworthy results to support critical decision-making.
- Robust Evaluation: Utilizes SQLEval, an open-source evaluation framework for continuous model accuracy measurement.
Use Cases
- Instant business data analysis for enterprise teams
- Self-service analytics for non-technical users
- Automated report and dashboard generation
- Ad-hoc querying and exploration of complex datasets
- Hypothesis testing and follow-up questions without data team delays
Frequently Asked Questions
How does Defog ensure data privacy?
Defog keeps your data private by never sharing it externally, including with its own AI models, ensuring compliance with strict privacy standards.
What types of data sources does Defog support?
Defog supports all major structured databases such as Postgres and Snowflake, as well as CSV files, allowing flexible data integration.
What is SQLCoder?
SQLCoder is Defog's proprietary large language model designed specifically for converting natural language queries into SQL commands with industry-leading accuracy.
Is Defog available as a self-hosted solution?
Yes, Defog offers a self-hosted enterprise solution that can be deployed on your own infrastructure, providing full data control and unlimited queries.
What is included in the Enterprise plan?
The Enterprise plan includes high query capacity, SSO authentication, custom AI tools, priority support, onboarding, and the ability to deploy on cloud or self-hosted infrastructure.
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