Disclosed is the seed of a novel soybean cultivar, designated 10CR103121, a sample of which is deposited under ATCC Accession No. PTA-122786. Also disclosed are plants, or parts thereof, grown from the seed of the cultivar, plants having the morphological and physiological characteristics of the 10CR103121 cultivar, and methods of using the plant or parts thereof in a soybean breeding program.