Defog

What is Defog

Defog is an AI-driven data analysis platform designed to offer precise and customizable SQL code generation. It leverages SQLCoder, a state-of-the-art open-source model, to deliver accurate and consistent results tailored to enterprise needs. The platform ensures data privacy and integrates seamlessly with BI tools like Tableau and PowerBI, providing a robust solution for detailed and secure data analysis across various industries.

Key Features of Defog

- State-of-the-Art Model: Announcing SQLCoder-70B for SQL code generation with industry-leading accuracy.

- Human-Level AI Analyst: Deploys AI-assisted data analysis for enterprise users on Defog's platform.

- High Accuracy: SQLCoder answers questions with higher accuracy than any proprietary or open-source model.

- Wide Adoption: Over 200,000 open-source downloads in just 7 months.

- Consistent Results: Delivers deterministic and reliable outcomes, unlike other models.

- Rapid Improvement: Accuracy and latency improve with each release.

- Accurate Results: Produces precise outputs, even requiring specialized knowledge.

- Knowledge Capture: Captures explicit rules from schema and hidden insights from user feedback.

- Infinitely Configurable: Extensible front-end application for customizable user interface and integration with BI tools like Tableau and PowerBI.

- Privacy-First Architecture: Ensures data is never accessed or moved; supports row-level access control and on-prem options.

- SQLCoder Integration: Powered by SQLCoder, the best performing open-source model for text-to-SQL generation.

- High Performance: Achieves 99+% accuracy for text-to-SQL conversions when fine-tuned on individual database schemas.

- Evaluation Framework: SQL-Eval framework evaluates the correctness and semantic diversity of LLM-generated SQL.

- Compatibility: Supports all major SQL databases and data warehouses.

- Comprehensive Resources: Offers extensive documentation, product features, and blog articles to support users.

Pricing

Community Plan:

• Free, limited-version product for individuals
• 1,000 cloud queries per month
• Supports up to 5 total tables for cloud users
• Limited email support
• No fine-tuning support
• No optimized Docker container

Enterprise Plan:

• Designed for large companies wanting a self-hosted LLM for querying data
• Unlimited queries and tables
• Model fine-tuning
• Human-in-the-loop feedback
• Customisable front-end
• Option for on-prem or cloud-hosted deployment
• Security and compliance features
• Exclusive model license