I also agree that the quality of the knowledge base makes all the difference. If the information behind the AI is messy or outdated, the responses will be bad no matter how smart the technology is. I like that you mentioned analyzing existing support conversations first before deciding what to automate. That is a step a lot of teams skip and they end up wasting time on the wrong things. The section about security and data privacy is also important because customers are more aware than ever about how their information is being used.

The final thought about resolving the right conversations efficiently is spot on. It is not about handling the most chats. It is about handling the right ones well and giving human agents better tools for the rest. I will definitely be sharing this with my team. Thanks for putting this together.