#enterprise-software
Enterprise Software
Enterprise software automation, web agents, and knowledge work task research
TheAgentCompany: Benchmarking LLM Agents on Real-World Enterprise Tasks
TheAgentCompany tests 175 real workplace tasks across a simulated intranet with GitLab, OwnCloud, and RocketChat. The best model (Gemini-2.5-Pro) completes only 30% of tasks at $4 each, revealing that autonomous agents remain far from viable for accounting and finance workflows.
WorkArena++: The 93% Gap Between Human and AI Agent Performance on Compositional Enterprise Tasks
WorkArena++ (NeurIPS 2024) benchmarks 682 compositional enterprise tasks across three difficulty levels. GPT-4o solves 2.1% of them while humans solve 93.9%, isolating exactly why current AI agents fail at implicit-goal knowledge work and why that gap matters for autonomous accounting automation.
WorkArena: How LLM Web Agents Perform on Real Enterprise Knowledge Work
WorkArena benchmarks LLM web agents on 33 real ServiceNow tasks — GPT-4o reaches 42.7% overall but 0% on list-filter tasks, exposing a hard wall between form-filling and structured UI interaction that maps directly to challenges in Beancount ledger automation.