The AI Data Generator by Metabase creates realistic, business-ready datasets quickly using a two-stage process that combines large language models and local data generation. It is open-source, allowing users to customize it, and integrates seamlessly with Metabase for data analysis. Users can easily export generated data in various formats or analyze it directly within Metabase.