Even though geo data are getting more and more widely available nowadays, they often do not meet the requirements of location-based services concerning structure, content and format. Often, an application provider thus has to modify or adapt geo data. Moreover, applications still have to deal with the position capturing process and the sensor fusion task. In this paper we present the Hybris framework that provides a geo data authoring environment and position reasoning services that significantly simplify the development of location-based services.