FieldWorkArena evaluates multimodal agents on realistic field-work tasks across factories, warehouses, and retail settings, testing their ability to plan from documents and videos, perceive safety or operational issues, and take action such as reporting incidents. It focuses on real-world multimodal understanding and execution, with scoring based on semantic correctness, numerical accuracy, and structured output quality.