I particularly agree that resolution quality should matter more than AI containment rates. A system that resolves 90% of conversations but leaves customers frustrated isn’t truly improving CX. The winning approach will be AI that is fast, context-aware, secure, and capable of making a seamless handoff to a human when needed. Ultimately, the best AI experience should make customers feel understood, not automated.