Abstract: Systems, methods, and computer-readable media are disclosed for systems and methods for automated graphic generation for data sets identified using artificial intelligence. Example methods may include determining a set of user accounts that are similar to a second user account, determining first historical performance data for a first set of digital content associated with the first user account, determining second historical performance data for a second set of digital content associated with the second user account, and generating a first score for the first user account. Example methods may include determining a first number of search queries associated with the first user account, determining a second number of search queries associated with the second user account, generating a second score for the first user account, causing presentation of the first score and the second score at a user interface, and generating an action recommendation for the first user account.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for chat-enabling a social circle in response to user input provided by a first user, the social circle being defined by the first user and including one or more contacts, the one or more contacts including a second user, for each of the one or more contacts, issuing a chat service subscription request, determining that a subscription request associated with the second user is fulfilled, and in response to determining that the subscription request associated with the second user is fulfilled, adding the second user as a chat contact of the first user and adding the first user as a chat contact of the second user.

Abstract: Methods, systems, and apparatus, including medium-encoded computer program products, for installing software include receiving a request to install a software product on a device and identifying the software product and the source of the software product based on the request. A message, which includes data identifying the software product and the source of the software product, is transmitted to a remote update device. An authorization message is received from the remote update device indicating whether the source of the software product is authorized to provide the software product. If the authorization message indicates that the source of the software product is authorized to provide the software product, the software product is automatically installed on the device.