
Handle complex enterprise workflows
Defog is built to integrate with and automate complex data workflows in enterprises.
Compatible with any SQL database
Answer questions that require pages of SQL
Complete multi-step analytics tasks with Defog Agents
Train on your custom metrics and industry codes
Make it yours
Deploy a model customized for your database schema and owned by you.
Fine-tune the model on your database schema
Align Defog with your business rules
Continuously improve based on human feedback


Manage, monitor and control
Defog provides solutions to control and constrain model output, monitor performance, and catch model regression.
Keep your data private
Defog only uses metadata to fine-tune LLMs for you – it's never given access to your actual database. You can use our cloud offering or deploy models on-prem.
Integrations
Add Defog as a widget to your existing dashboards, embed it in your app, or use it as a standalone tool






