Airbnb's Automation Platform v2 is a conversational AI platform designed to support emerging large language model (LLM) applications. The platform allows developers to build LLM applications that enhance customer support efficiency and response times. It includes several key components such as Chain of Thought workflow, context management, and guardrails framework. The Chain of Thought workflow uses LLMs as reasoning engines to determine which tools to use and in which order. Context management ensures the LLM has access to necessary contextual information, while the guardrails framework monitors communications with the LLM to ensure it is helpful, relevant, and ethical. The platform is evolving to accommodate transformative technologies, expand Chain of Thought tool capabilities, and investigate LLM application simulation.