In this talk, we first introduce the Social Emotional Artificial Intelligence (SEAI) that endows a robot with expressive and communication capabilities, and present two humanoids (FACE and Abel) of the E. Piaggio Research Center, University of Pisa, relying on it. We then discuss the challenges and potentials of using these humanoids to study how humans interact with them when working in a team.