
Watching an AI effortlessly resolve a complex billing dispute during a staged keynote presentation provides a sense of technological inevitability that quickly evaporates once that same system encounters a customer’s actual, messy transaction history. Most enterprise leaders have witnessed a flawless demonstration where an agent handles intricate queries with uncanny grace, yet these controlled environments rarely survive first contact with










