Superpowered.ai addresses many failure cases encountered with the standard RAG pipelined in practice through its proprietary technology component, SuperStack. SuperStack includes technologies such as AutoQuery, relevant paragraph extraction, and automatic context injection, which can convert ambiguous or improperly stated user inputs into well-structured search queries. It dynamically retrieves relevant information, ensuring that the language model fully comprehends the meaning of each text segment. It allows for quick deployment of conversational AI applications via chat endpoints and provides UI components to accelerate application development. It can be widely used in scenarios such as customer support assistants, employee productivity tools, educational applications, and legal aid tools.