AI in CX fails when it starts with tools
AI helps when it reduces drag and keeps ownership clear.
AI in customer experience is useful when it reduces administrative drag and prepares a team to act — not when it creates another place to check.
Start with the workflow and the decision it should support. Then ask: where can a small model or automation remove manual steps without hiding who owns what?