Martian

Introducing Martian, the model router designed to dynamically route every prompt to the best large language model (LLM).

The number of LLMs is exploding and companies struggle to determine which models to use for various purposes. Performance and cost vary significantly among LLMs, creating a need for optimization in high-volume Generative AI applications.

We address this by dynamically routing every prompt to the best LLM based on expected performance and cost. Our approach allows for efficient use of various LLMs by understanding their strengths.

Current routing methods are either inaccurate, costly, or not scalable. Traditional methods like classification and re-ranking fall short in optimizing performance and cost, driving the need for an advanced solution.

We achieve effective model routing through model mapping, a new interpretability technique that helps us understand how transformers work. This understanding allows us to route more effectively.

With this understanding, businesses can achieve better performance, cost-efficiency, and scalability. Our model router outperforms GPT-4 in many tasks and adapts easily to new model releases.

This deep understanding of AI allows us to build entirely new and powerful AI tools. The model router is just the beginning; we envision creating an array of tools that can optimize and understand AI models more deeply, adding value to the entire AI infrastructure.

Martian—optimizing AI performance and cost by dynamically routing every prompt to the best LLM. Join us in revolutionizing AI utility. Visit us at withmartian.com.