Pale false foxglove is an erect forb, 20-50cm tall. Its corolla are very pale pink to white and dry to yellowish-white to white, bell-shaped, 1.0-1.5cm in diameter, and either without internal markings or markings that are barely visible. The surfaces of the 3 lower corolla lobes are hairless. Its fruits are rounded, 3-5mm, with yellow to tan seeds that are <=1.0mm. The pedicels of flowers and fruits shorter than or only 1-2 times longer than subtending bracts. The upper stem is ridged and the ridges contain bundles of fibers. Leaves are opposite, rough, and more or less appressed to the stem. Leaves are 0.5-2.0cm, but mostly <1.6cm long x 0.5-1.0mm wide and linear.
It is most likely to be confused with the also rare, roundstem foxglove, Agalinis gattingeri. Look at the stem, which is strongly angled in pale false foxglove and round in roundstem foxglove. Both these species have very narrow (up to 1mm) leaves and remain green when dried.