I think the strongest point here is the shift from “AI that answers” to “AI that resolves.”
A knowledge-based chatbot can already handle a lot of repetitive questions, but the real value starts showing when the agent can understand context, access the right business information, take an appropriate action, and then hand off to a human with the full conversation intact when necessary.