Tool improvement suggestions include: do not pre-fill saved answers with the raw ticket, instead use a generic template or display the test question next to the save button; before saving, automatically flag names, emails, domains, account links, dates, "I tested it", "resolved", etc.; review the collection before expanding retrieval, because bug fixes, loosened thresholds, and new embedding models will all push answers to customers that have not been read in that role.