A graph processing module is described for visualizing relationships among components, such as software components within a software system. The graph processing module generates group results based on grouping information which identifies groups of individual components. The graph processing module uses the group results to bias component-level analysis that it performs on the components. In one case, the component-level analysis can involve similarity analysis (e.g., using multidimensional scaling) to assess the similarity among components and importance analysis (e.g., using a network page ranking algorithm) to assess the relative importance of the components. The results of the component-level analysis can be presented for visualization. The biasing effects of the grouping results provide insight into the relationships among the components.