AA-Briefcase evaluates whether an AI agentAn AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.Full definition → can turn a collection of business files into usable work, such as a spreadsheet, presentation or memo. Artificial Analysis's current methodology checks whether submissions follow instructions and use the right evidence, then compares their analytical quality and presentation.
Its scenarios describe work unfolding over several weeks, but each task currently runs independently, without the model carrying forward its own earlier submissions. A strong result therefore measures the quality of individual deliverables in rich business contexts. It does not directly measure an agent maintaining an entire project across weeks.
Terms in this piece · Glossary
AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
