SETN 2010 is an international conference on Artificial Intelligence Research. SDART presented a tutorial about Software Management Engineering in AI-based projects. The tutorial's aim is to familiarise participants with the problems concerning AI-based software project management. The unpredictable character of research projects distinguishes them from the majority of software projects and increases the demand on project management techniques, supporting the management of high-risk projects. A proper approach to AI-based projects and the awareness of typical problems relating to them are a major step towards achieving project success.