This paper presents the ALIZE free speaker recognition toolkit. ALIZE is designed and developed within the framework of the ALIZE project, a part of the French Research Ministry Technolangue program. The paper focuses on the innovative aspects of ALIZE and illustrates them by some examples. An experimental validation of the toolkit during the NIST 2004 speaker recognition evaluation campaign is also proposed.