Speed fixes symptoms. Patterns fix systems. A Messenger AI agent reveals which questions never stop coming and which policies quietly confuse people. I’ve noticed teams start fixing root causes once this becomes obvious. Exei helps turn conversation data into clarity. Nothing flashy. Support stops firefighting and starts functioning. https://medium.com/@aidanbutler110/messenger-ai-agent-as-a-conversational-system-not-a-shortcut-0155af4b8c34