In my experience, running one AI agent across every support channel makes maintenance simpler overall, but it makes prompt engineering and testing a lot harder at the detail level. Platforms like Voiceflow and Chatbase push the “train once, launch everywhere” idea, which does help me avoid keeping separate knowledge bases in sync, but once I go live with real paying customers across different channels, I run into real-world issues that the demos never show.