This opinion piece describes progress and issues regarding the realization of calibration-free chemical sensors for analysis in aqueous systems. A special focus of the discussion is on electrochemical methodologies, given that they are the most established. Calibration-free sensors are clearly possible, but require a multipronged approach for maximizing robustness that include the optimization of sensing materials and the use of the most adequate readout methodologies.