Issue tracking platform having a generative interface using issue data

A computer-implemented method for providing generative content for a graphical user interface of an issue tracking platform, the method comprising:

• causing display of an intake portal graphical user interface of a frontend application of the issue tracking platform on a client device;
• in response to a first user input provided to the intake portal graphical user interface, causing creation of a particular issue;
• causing display of an issue-view graphical user interface comprising issue data of the particular issue, the issue data comprising transaction messages associated with the particular issue;
• generating a first prompt comprising:
• a set of similar issues to the particular issue, the set of similar issues identified using semantic analysis of the issue data;
• and
• a request to extract issue data comprising action and result pairs for issues of the set of similar issues;
• receiving a first generative response produced in response to providing the first prompt to a generative output engine, the first generative response including issue data for issues of the set of similar issues;
• in response to receiving the first generative response, generating a second prompt comprising:
• issue data extracted from the particular issue;
• the issue data for the set of similar issues received as part of the first generative response;
• and
• predetermined prompt language associated with a recommendation request;
• receiving a second generative response produced in response to providing the second prompt to the generative output engine;
• and
• causing display of a recommendation panel in the issue-view graphical user interface, the recommendation panel comprising content generated using the second generative response.

An issue tracking platform comprising:

• an issue tracking backend application operating on one or more servers, the issue tracking backend application operably coupled to a frontend application operating on a client device, the issue tracking backend application configured to:
• cause display of an intake portal graphical user interface of the frontend application of the issue tracking platform on the client device;
• in response to a first user input provided to the intake portal graphical user interface, cause creation of a particular issue;
• cause display of an issue-view graphical user interface comprising issue data of the particular issue, the issue data comprising transaction messages associated with the particular issue;
• generate a first prompt comprising:
• a set of similar issues to the particular issue, the set of similar issues identified using semantic analysis of the issue data;
• and
• a request to extract actions performed for each issue of the set of similar issues;
• receive a first generative response produced in response to providing the first prompt to a generative output engine, the first generative response including a summary of actions performed for each issue of the set of similar issues;
• in response to receiving the first generative response, generate a second prompt comprising:
• issue data extracted from the particular issue;
• the summary of actions received as part of the first generative response;
• and
• predetermined prompt language associated with a recommendation request;
• receive a second generative response produced in response to providing the second prompt to the generative output engine;
• and
• cause display of a recommendation panel in the issue-view graphical user interface, the recommendation panel comprising content generated using the second generative response.