AI-based pipeline for extracting standardized traits from species descriptions using language models. This tool encodes binary, numeric, and categorical traits into structured trait matrices, enabling users to generate dichotomous keys and perform ecological and evolutionary analyses of diversity, trait distribution, and uniqueness across species.