Companies are always searching for a competitive edge -- a "leg up," if you will, on their competition. As a result, many organizations today are looking to social media channels in an attempt to understand what consumers think of them or, better still, what those same consumers think about their competitors. In this article, we discuss the ramifications of drawing rapid conclusions from the analysis of social media discussions without a thorough understanding of the data.