Techniques for automatically documenting activity data in connection with execution of a ticket are provided. The techniques include receiving activity data in connection with execution of a ticket, processing the activity data to generate an output, and appending the processed activity data output to the ticket for ticket enrichment. Techniques for identifying a wrong choice of resolution code in connection with a ticket are also provided. The techniques include analyzing one or more previous tickets to determine a category in which a ticket belongs, determining whether a user-defined code is in variance with a system-suggested code, and sending an alert to a system administrator if the user-defined code is different than the system-suggested code.