Dagster, a company known for building its own tools, has created Compass, an innovative data analysis copilot that leverages AI to enhance the capabilities of a lean data team. Designed to address the limitations of a traditional data platform and the challenges faced by a single data engineer, Compass scales analytical workflows by using a centralized context store, allowing analysts to manage institutional knowledge effectively. This tool has evolved to facilitate exploratory analysis, collaborative discussions, and seamless integration with platforms like Slack, enabling users to refine queries and generate insights without requiring additional team members. By transforming data conversations into interactive sessions, Compass helps maintain organizational memory and increases efficiency, demonstrating the potential for AI to complement human expertise in data management. As Compass gains traction, it showcases how the right blend of people, technology, and AI can revolutionize data practices, allowing teams to meet growing data needs without proportionally expanding headcount.