Creating a visualization tool, we propose an approach to find patterns in competitive networks. The case study was of data on soccer games obtained from FIFA 2010 World Cup. The information was used to model networks of winning and losing teams based on different measures to show their performance. This visualization tool gives an alternative perspective to find characteristics of the playing style and organization of winning teams. This tool can also help to predict winners and losers for a match if patterns are repeated.