The recently published article in Analytical and Bioanalytical Chemistry entitled: Establishing performance metrics for quantitative non-targeted analysis: a demonstration using per- and polyfluoroalkyl substances presents a framework for evaluating the performance of quantitative non-targeted analysis (qNTA) methods with respect to accuracy, uncertainty, and reliability. New performance metrics are introduced and examined across five quantitative approaches applied to measurements of 29 per- and polyfluoroalkyl substances (PFAS). The purpose of this article is to initiate necessary discussions on the standardization of qNTA performance assessment methods and metrics and to carefully examine sources of error and bias in qNTA studies of chemical stressors.