In this workshop, we discuss our long-term research leading towards a design of conversational navigation application for blind pedestrians. We describe steps we took in order to capture the structure of dialogs on human-human conversation example and approach we applied in order to generate the appropriate knowledge base for the application. Finally, we discuss technologies used and the questions their usage raise in the context of evaluation and empirical studies.