Patent ID: 11954019
Assignee: OPTUM, INC.
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 18:
19. A computer program product comprising a computer-readable storage medium having computer-readable program code portions stored therein, the computer-readable program code portions including executable portions configured to cause one or more processors to:
generate a graph data structure comprising (i) a plurality of nodes each representing a test step belonging to one or more test cases of a software testing data object for a software application platform, wherein each node of the graph data structure is associated with one or more standardized test descriptions that are generated using one or more supervised machine learning models, and (ii) a plurality of segments each connecting two nodes and identifying a particular test case comprising two test steps represented by the two nodes;
receive a test change query describing a testing change to the software testing data object;
generate one or more extracted features from the test change query using a natural language processing (NLP) machine learning model;
based at least in part on the one or more extracted features, generate one or more test outcome requirements and one or more graph portions of the graph data structure relevant to the testing change using the one or more supervised machine learning models; and
in response to the test change query:
generate an updated graph data structure by modifying the one or more graph portions based at least in part on the one or more extracted features,
generate a change report indicating the one or more test outcome requirements, and
initiating the performance of one or more prediction-based actions based at least in part on the updated graph data structure and the change report.