Multiple began as a master's dissertation project focused on generating a book using large language models (LLMs). Initially, the goal was simple: to create a tool that could assist in the generation of a book. However, during the process, the founder discovered that the underlying technology had far greater potential. What started as a project to generate chapters, characters, and world locations evolved into a powerful tool capable of producing high-quality, complex content with impressive speed and reliability.
During the book generation project, it became clear that existing LLM tools, such as OpenAI, struggled with consistent object generation and function calling. These tools had a success rate between 35-75% and often failed when tasked with creating long-form content or complex objects. This was a significant hurdle, especially when generating intricate book elements like a structured list of chapters or pages, which demanded precision and consistency. To overcome these challenges, the object generation architecture was developed, ensuring reliable object generation with unparalleled flexibility.
The speed of this tool was also remarkable. For instance, generating detailed information about a world location took just 3 seconds using GROQ, and creating a 20-page book with two chapters using GPT-4o took only a few minutes. This level of efficiency, combined with the guaranteed quality of output, set this tool apart from existing solutions.
The versatility of this tool extends beyond book generation. Its robust architecture can be applied to various domains, including database migrations, content creation, and long-form writing. Copywriters seeking a particular style, businesses needing consistent content, or any task requiring reliable and efficient content generation can benefit from this technology. The ability to guarantee quality and speed makes this tool an invaluable asset for anyone looking to leverage LLMs to their fullest potential.
At Multiple, we are excited to share this innovative technology with the world. Whether you're a writer, developer, or business looking to streamline content creation, we invite you to explore the possibilities. Contact us today to learn more about how we can help you harness the full power of LLMs for your projects. Let's build something extraordinary together.
For inquiries or further information, please reach out to us at [email protected]. We'd love to hear from you!