TheAgentCompany: Benchmarking LLM Agents on Real-World Enterprise Tasks
TheAgentCompany benchmarks 175 enterprise tasks in a simulated intranet, and the best model, Gemini-2.5-Pro, finishes only 30% at $4 each.
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Enterprise Software
Enterprise software automation, web agents, and knowledge work task research
WorkArena++: The 93% Gap Between Human and AI Agent Performance on Compositional Enterprise Tasks
GPT-4o solves 2.1% of WorkArena++'s 682 compositional enterprise tasks; humans solve 93.9%, showing why agents stall on implicit-goal accounting work.
WorkArena: How LLM Web Agents Perform on Real Enterprise Knowledge Work
WorkArena's 33 ServiceNow tasks show GPT-4o at 42.7% overall but 0% on list filters, a wall structured UI interaction must clear.