A personalized multimedia museum visitor’s guide system may be a valuable tool for improving user satisfaction in a museum visit. Personalization poses challenges to user modeling in the museum environment, especially when several different applications are supported by the same user model, where it is required to operate in a non-intrusive manner. This work presents the PEACH experience of non-intrusive user modeling supporting online dynamic multimedia presentation production and additional applications such as visit summary report generation.