AfterQuery builds evaluation data for frontier AI labs and hires contract analytics engineers to create and grade SQL and data modeling scenarios. The role involves authoring realistic analytics scenarios, writing reference answers, evaluating model output for correctness and efficiency, and identifying inaccurate or costly queries.