Document Inlining is a composite AI system launched by Fireworks AI that transforms any large language model (LLM) into a visual model to handle images or PDF documents. This technology utilizes automated processes to convert any digital asset format into an LLM-compatible format, enabling logical reasoning. Document Inlining parses images and PDFs directly into the chosen LLM, offering improved quality, input flexibility, and an exceptionally simple user experience. It addresses the limitations of traditional LLMs when handling non-text data by breaking tasks down into specialized components, enhancing the quality of textual model reasoning while simplifying the developer experience.