In this paper, the concept of right generalized semi-$\pi$-regular rings is defined. We prove that these rings are non-trival generalizations of both right $GP$-injective rings and semi-$\pi$-regular rings. Some properties of these rings are studied and some results about generalized semiregular rings and $GP$-injective rings are extended.