Various embodiments of a system and methods for using design features to search for page layout designs are described. The document and image structures of a page layout design may be analyzed to determine design features which define the style of the page layout design. Dependent on the design features, style scores may be calculated for the page layout design. Page layout designs may be stored in a database in association with corresponding style scores. A user may indicate a desired page layout style by indicating example page layout designs which exhibit the desired style. Style scores for the example page layout designs may be compared to the style scores for page layout designs stored in the database. Dependent on the comparison, page layout designs stored in the database may be selected and displayed to the user.