Analyzing information about markets, competitors, and partners enables companies to stay ahead of the competition and quickly respond to market changes. Competitive intelligence can be carried out on publicly available sources, like magazine and news sites, conference calls, and press releases. However, these data sources contain primarily free text, making it difficult to extract and organize useful bits of knowledge necessary for better decision making. Typically the required analysis is performed manually, which is very costly, labor-intensive work.