This document provides an overview of a conference on Computer-Aided Qualitative Research in Europe held on October 7-8, 2010 in Lisbon. It discusses ensuring quality in qualitative research through evaluating validity, reliability, and representativeness/generalizability. It describes how qualitative research software can help improve quality by aiding the collection of natural data, increasing transparency, allowing prolonged time in the field, and facilitating systematic comparative analysis. The presentation was followed by a live demonstration of analysis software.