#productivity

Productivity

Productivity improvements and automation research for knowledge workers

June 19, 2026

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.

mike

aillmautomation

June 17, 2026

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.

mike

aillmautomation

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