In this work, the capabilities of air-coupled ultrasound scanning for quantitative metrology of electrodes were rigorously demonstrated by starting from an analytical model of acoustic wave propagation from fundamental principles. The non-contact, non-destructive, and rapid acquisition rates make the technique potentially suitable for in-line electrode manufacturing quality assurance and quality checking.