Business Arena: Benchmarking LLM Agents in a Realistic Marketplace
The benchmark found a ninefold gap in mean final net worth across 15 frontier models.
Business Arena tests agents by having them run a cross-border shop over a long horizon, with sourcing, pricing, regulation, delayed outcomes, and profit all in play. The authors say even the best model trails human-designed strategies. Their analysis breaks performance into skills and traces gains or losses back to specific sourcing, pricing, and recovery decisions. Source: HF Daily Papers' note.
Business Arena tests agents by having them run a cross-border shop over a long horizon, with sourcing, pricing, regulation, delayed outcomes, and profit all in play. The authors say even the best model trails human-designed strategies. Their analysis breaks performance into skills and traces gains or losses back to specific sourcing, pricing, and recovery decisions. Source: HF Daily Papers' note.
score 5