The semiclassical model equations for a quantum system of N two-level atoms interacting with a single-mode field in a resonant cavity are discussed. For this system of ordinary differential equations the Painlevé test is performed and first integrals are found. It is also shown that exact solutions can be found with the help of the Painlevé test.