Defog.ai is a platform that uses an AI model to fine-tune enterprise SQL. It allows business teams to ask data questions in natural language and get the results they need. Defog.ai integrates with any SQL database or data warehouse in a privacy-preserving manner, using metadata to fine-tune the model and deliver reliable results. It can also automatically visualize data as tables and charts and handle complex SQL, Python, and R workflows for statistical analysis, automating the trial-and-error process and generating reports for editing and collaboration.