AI-Powered Customer Support Bot

Create an architecture for an AI customer support chatbot that can understand and resolve user queries using a knowledge base of FAQs and past interactions. How would you structure the data ingestion process, ensure high-quality embeddings for natural language understanding, and maintain the system's relevancy over time? Discuss model selection, safety protocols to handle sensitive info, and mechanisms for monitoring chat drift.