I’d add one metric that’s easy to overlook: what happens to customer satisfaction after the AI takes over. A chatbot might reduce ticket volume simply because customers give up and leave the conversation, which can look good on paper. I’d compare resolution rate with repeat contacts, escalations, and customer feedback to see whether the AI is actually solving problems rather than just reducing workload.