Create challenging finance-related prompts based on visuals, datasets, or model outputs. Evaluate AI-generated responses using provided rubrics. Develop or refine rubrics to ensure accurate financial reasoning. Review and stress-test model outputs for accuracy and logical consistency. Provide clear, structured feedback based on subject-matter knowledge.