Systems and methods are provided for displaying received publishing content on a web page along with one or more user elements by which one or more users may submit sentiment input or textual input in relation to the received publishing content or a subportion of the received publishing content. A user input may be received related to the displayed publishing content displayed on the web page, the user input including an identification of a subportion of the displayed publishing content and a sentiment input or a textual input. Any user input received may be analyzed from each of one or more of the plurality of users in relation to the subportion. A sentiment score may be computed based on analysis of the analyzed user inputs received from each of one or more of the plurality of users.