Martha Kyrillidou is the founder of QualityMetrics LLC and a longtime leader in library assessment and research. Featured in Chapter 8, “Research,” of The AI Toolkit for Librarians, this conversation looks at trust, verification, AI-assisted assessment, research questions, and why human judgment remains essential when using AI tools.