Rasa is an open-source machine learning framework for building AI assistants and chatbots in text and voice formats. It provides tools for developers to build contextual, conversational AI, going beyond simple question-answer structures. Key features include natural language understanding, dialogue management, customizable pipelines, machine learning-based intent and entity extraction, and easy scalability.