Defog.ai

Defog.ai is an advanced AI platform that transforms natural language queries into accurate SQL code for enterprise data analysis. This tool enables users to interact with their data using everyday language, while leveraging powerful AI capabilities to generate precise SQL queries and visualize results.

Key features:

- SQLCoder Model: Utilizes an industry-leading text-to-SQL generation model with 99+% accuracy when fine-tuned on individual database schemas.
- Consistent Results: Provides reliable and deterministic outputs for data analysis tasks.
- Customizable Interface: Offers a highly adaptable front-end application with intelligent data visualization and follow-on question capabilities.
- BI Tool Integration: Seamlessly integrates with popular business intelligence tools like Tableau and PowerBI.
- Data Privacy: Ensures user data is never accessed or moved, employing Hard Filters to restrict row-level access for individual users.
- On-Premises Deployment: Offers local hosting options for the model, training, and inference within the user's environment.
- SQL-Eval Framework: Provides an open-source evaluation tool to measure the correctness, complexity, and semantic diversity of LLM-generated SQL queries.

How it works:

1. Users input data-related questions in natural language through the web application.
2. SQLCoder converts these queries into SQL code.
3. The platform visualizes the data for analysis.
4. Users can ask follow-on questions for deeper insights.

Integrations:

Major SQL databases, data warehouses, Tableau, PowerBI

Use of AI:

Defog.ai employs SQLCoder, a generative AI model specifically fine-tuned for SQL code generation. This model converts natural language queries into accurate SQL code, enabling efficient data analysis.

AI foundation model:

SQLCoder is built on advanced Large Language Model (LLM) technology. The model undergoes continuous improvement to maintain high performance in AI-assisted data analysis.

Target users:

- Data Analysts
- Business Intelligence Professionals
- IT and Data Security Teams

How to access:

Defog.ai is available as a web application. An on-premises deployment option is also offered for enhanced control and security. The core SQLCoder model is available as an open-source solution.