Mura developed an in-house large language model (LLM) named Bolt to enhance its document processing capabilities. The LLM was designed to improve efficiency and accuracy in handling various types of documents, reflecting Mura's commitment to leveraging AI technology for operational improvements. The article discusses the technical aspects and benefits of this proprietary solution.

A new PDF chatbot called Vectorless eliminates the need for vector embeddings by utilizing Large Language Models to intelligently select documents and detect page relevance in real-time. This stateless, privacy-first solution processes files entirely within the user's browser, maintaining full document context and enabling accurate, contextual answers without server storage or pre-indexing.