Andy Edmonds PhD

I'm building tools that transform how researchers and knowledge workers organize and reason over their information. Through Scientio, I create knowledge graphs from research papers, notes, and documents—turning scattered sources into interactive, queryable networks that help people find connections they'd otherwise miss.

My work focuses on making knowledge graphs, graph reasoning, and AI-driven search practical for real research workflows. I work with documents in multiple formats—PDFs, markdown, web pages—and help teams turn private knowledge bases into shareable, explorable resources. I'm particularly interested in how knowledge representation can improve the quality and reliability of AI systems working with that information.