High-performing customer experience organizations excel at spotting patterns before they turn into problems. From recurring friction and repeated customer questions to communication gaps and emotional cues of confusion, recognizing these signals is key.In this episode, we explore how AI can surface what’s happening, while humans provide the context and insight to explain why. Great leaders don’t wait for issues to escalate—they act as soon as patterns become visible, creating smoother, more proactive experiences for their customers. To learn more about Joseph, please contact him at josephmichelli.com/contact.