Mean Time to Resolution

MTTR is one of the most critical metrics in customer support because it directly correlates with customer satisfaction — the faster issues are resolved, the happier customers are. MTTR includes all time from ticket creation to closure: initial response time, investigation time, back-and-forth communication, escalation time if applicable, actual fix implementation, and confirmation. Reducing MTTR requires optimizing every stage of the resolution pipeline.

AI dramatically reduces MTTR by providing instant first responses, automating ticket classification (eliminating manual triage), suggesting solutions from similar resolved tickets, enabling AI agents to resolve routine issues in seconds rather than hours, and providing human agents with relevant context and suggested actions when they handle complex issues. Organizations implementing AI typically see MTTR reductions of 50-80% for automated interactions.