Acceldata has integrated Large Language Models (LLMs) into their framework to revolutionize data observability, aiming to enhance system reliability and preempt data anomalies for large enterprises. Their initiative, Galileo, leverages innovative features like Text-to-SQL and Text-to-Rules to automate SQL query generation and rule creation from textual input. Acceldata's LLM strategy addresses key considerations such as selecting the right model, addressing privacy concerns, ensuring quality assurance, and enhancing internal capabilities. The outcomes include proactive management, data access democratization, cost and time efficiency, and continuous advancement in LLM capabilities.