The conversational AI space is changing — LLMs are transforming once-brittle platforms into dynamic language processing and action-taking engines. To capitalize on this, architectures will have to change. This report reviews the state of the conversational AI market, details where the market is going, identifies where conversational AI can be applied today, breaks down the critical components of a modern conversational AI system, and outlines the implementation risks.