This course introduces the concepts of benchmarking AI using surveys as tools. The course provides an overview of understanding the AI-as-respondent interaction and offers practical insights into using AI as proxies for human participants to respond to survey items. The course covers methods, techniques, and real-world examples for designing and conducting benchmark studies to assess AI performance and bias through surveys as a testing tool, as well as its utility in reliably generating and analyzing survey data.