Abstract: A system for detecting service issues within multi-sourced service data. The system includes a memory and one or more electronic processors coupled to the memory. The electronic processors are configured to receive one or more data sets in near real time, and to enrich the dataset with one or more metadata parameters, pre-clean the data within the dataset, and determine one or more data points within the dataset that are semantically similar to each other. The electronic processors are also configured to generate a similarity score for each of the semantically similar data points, and determine one or more significant clusters within the dataset within a predefined lookback window. The electronic processors are also configured to analyze the determined significant clusters to determine the existence of one or more service issues, and generate a service alert based on the analysis determining that one or more service issues are present.

Abstract: A system for detecting service issues within multi-sourced service data. The system includes a memory and one or more electronic processors coupled to the memory. The electronic processors are configured to receive one or more data sets in near real time, and to enrich the dataset with one or more metadata parameters, pre-clean the data within the dataset, and determine one or more data points within the dataset that are semantically similar to each other. The electronic processors are also configured to generate a similarity score for each of the semantically similar data points, and determine one or more significant clusters within the dataset within a predefined lookback window. The electronic processors are also configured to analyze the determined significant clusters to determine the existence of one or more service issues, and generate a service alert based on the analysis determining that one or more service issues are present.

Abstract: Methods and systems for managing a flighted software feature. One embodiment provides a system for disabling a flighted software feature enabled for selected users in a computing environment. The system includes a memory storing instructions and an electronic processor coupled to the memory. The electronic processor configured to execute the instructions to determine a set of related service requests submitted by a plurality of users in the computing environment, and, for each of the plurality of users, query a server servicing the user for a list of flighted software features enabled for the user during a predetermined time period. The electronic processor is also configured to determine, based on the list of flighted software features enabled for each of the plurality of users during the predetermined time period, a common flighted software feature, and automatically disable the common flighted software feature for at least one of the plurality of users.

Abstract: Methods and systems for managing a flighted software feature. One embodiment provides a system for disabling a flighted software feature enabled for selected users in a computing environment. The system includes a memory storing instructions and an electronic processor coupled to the memory. The electronic processor configured to execute the instructions to determine a set of related service requests submitted by a plurality of users in the computing environment, and, for each of the plurality of users, query a server servicing the user for a list of flighted software features enabled for the user during a predetermined time period. The electronic processor is also configured to determine, based on the list of flighted software features enabled for each of the plurality of users during the predetermined time period, a common flighted software feature, and automatically disable the common flighted software feature for at least one of the plurality of users.

Abstract: Aspects of the present disclosure relate to systems and methods for dynamically updating in-app help to reflect help content associated with submitted issues. In one aspect, submitted issues data categorized by issue topics associated with a service is received. An active summary of the submitted issues data is generated for presentation in a control panel. The active summary may indicate at least one issue topic category having a highest number of submitted issues within a time span. Help content associated with the at least one issue topic category having the highest number of submitted issues within the time span may be sent to the service for updating an in-app help pane of an application associated with the service to reflect the help content.