such as Parquet and Arrow and can be deployed in the customer’s own infrastructure or hosted. It includes built-in AI orchestration that lets users run large language models, generate embeddings, classify text, and execute Python directly from SQL pipeline functions. The system supports use cases such as legal document research, cybersecurity threat correlation, and analytics over large structured and unstructured datasets. Moderately AI focuses on serving software vendors and technical teams that need integrated data infrastructure and AI workloads inside their applications.