Abstract: A method includes receiving data indicative of content to be published by a publisher and generating output text data based on comparing text data output by different text recognition operations on the received data. Another method includes extracting one or more text items and one or more images from the received data, determining that the content is associated with a first entity, and generating a directory webpage that includes the one or more text items and the one or more images. The directory webpage is associated with the first entity and is hosted in a subdomain of a domain associated with the publisher. A particular text item of the one or more text items, a particular image of the one or more images, or both, is associated with offer information.