Finance experts draft realistic, challenging queries, guided by real-world financial workflows.

Finance experts author rubrics; supervisors verify.

Finance experts guide AI agents to clean up rubrics and remove subjectivity.

Rebalance across use cases, capabilities, and difficulty.