Flat Circle

Flat Circle benchmarks the top large language models’ ability to accurately predict company earnings results.

The methodology, limitations, opportunities and disclaimers are available here.

The latest results are available here.

If you have questions or suggestions, or you’d like to participate in the project, reach out via X or LinkedIn.

As LLMs are a developing space, I’m also eager to discuss their applications to investment research more broadly.

“Time is a Flat Circle. Everything we’ve ever done, we’re gonna do over and over again” - Rust Cole

About me

I’m Jim Moran. I created Flat Circle because I’m fascinated by LLMs and their potential to transform investment research. I previously co-founded and am a board member of YipitData, which provides alternative data to hedge funds and Fortune 500 companies.