The biggest advantage is less about substituting every third party tool and more about decreasing the number of systems agents have to jump between. If the AI can carry out routine requests, keep context during human handoffs and give agents the right tools in the same workspace, that could simplify support quite a bit. The real test, though, is whether teams actually end up removing tools and decreasing operational overhead after using it in production.