The talk is about our work on example-based machine translation system for Arabic texts. I will describe our plan for continuing the research by adding semantic features on the matching step. At the end I will mention IntuView, a company I am working for. In IntuView we develop a system for document exploitation for Arabic in the radical Islam domain.