Analyze the Complaints First: Why Failure Intelligence Must Shape AI-Driven Experiences
AI in CX fails to scale not because of technology, but because organizations bolt it onto fragmented systems and design for the happy path instead of failure. Real value comes from “failure intelligence” — complaints, abandoned journeys, escalations, and lost context — which should drive redesign, integration, and AI deployment.
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