Problem
Support tickets mixed billing, technical, and account questions; agents spent time triaging before they could respond.
Approach
Deployed an LLM assistant with strict retrieval over internal docs, tool calls to look up account status, and handoff rules when confidence was low.
Outcome
Roughly 40% of tier-1 tickets resolved without human escalation; average first-response time improved while keeping audit logs for every automated reply.