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This paper aims to introduce Analyzer - a complete framework for performing statistical analyses of real-world documents. Exploitation of results of these analyses is a classical way how data processing can be optimized in many areas. Although this intent is legitimate, ad hoc and dedicated analyses soon become obsolete, they are usually built on insufficiently extensive collections and are difficult to repeat. Analyzer represents an easily extensible framework, which helps the user with gathering documents, managing analyses and browsing computed reports. This paper particularly attempts to discuss proposed analyses model, standard application usage and features, and also basic aspects of Analyzer architecture and implementation.