Elicit is an innovative company focused on developing a research agent that leverages extensive computational resources while ensuring transparency and verifiability in its reasoning processes. The company aims to enhance the capabilities of large language models (LLMs) by creating computational procedures that improve knowledge states through systematic and iterative reasoning. Elicit emphasizes the importance of epistemically sound improvements that enhance understanding and clarity, addressing key challenges in AI transparency and scalable reasoning.