The duo are expected to leave the Blues when their contracts expire in the summer.
Chelsea are expected to announce their retained list later on Thursday.
Kalou joined Chelsea from Feyenoord in 2006 for around £8million.
Bosingwa joined the Blues in a £16.2million deal from Portuguese giants Porto in 2008.