Welcome to our in-depth tutorial on how to integrate multiple Large Language Models (LLMs), including those from Open AI and Google, into a single chatbot application. We will leverage the abstractions provided by LangChain to keep the process simple and the platform portable across different LLM API providers. The web application code is kept clean and lean, by way of the Flask (Python) framework.