Artificial intelligence systems are becoming integral to various aspects of society, yet understanding their real-world impact presents significant challenges. While user data offers valuable insights into how these systems are used, ethical and privacy concerns hinder its analysis. Manual examination of raw conversations raises risks of privacy breaches and exposure to sensitive content. Moreover, the sheer volume of interactions—millions daily—makes such methods infeasible. A scalable, privacy-conscious solution is essential to derive meaningful patterns from AI usage data while respecting user trust. Anthropic introduces Clio (Claude Insights and Observations), a privacy-preserving platform that utilizes AI to analyze and aggregate usage patterns