Abstract Characterization of natural products and their metabolites in foods is hindered by isomeric ambiguity, limited authentic standards, and compounds absent from libraries. Here, this study presents a confidence-stratified identification workflow adapted from Metabolomics Standards Initiative (MSI) Levels 1–4, spanning standard-confirmed identification, putative annotation, tentative structural or class assignment, and pathway-supported characterization of unknowns.