Benchmarks / Enterprise workflows

Enterprise workflows

Multi-step work across enterprise software, email, and chat.

Part of Office and administrative support.

• AutomationBenchby ZapierTask level · Pass rate (task_completed_correctly)

  51.3%Gemini 4 Argon (High) · 30 Sep 2026

  Emerging
• EnterpriseOps-Gymby ServiceNow, Mila and Université de MontréalTask level · Task success rate

  45.9%Claude Opus 4.6 · 16 Mar 2026

  Emerging
• MCP Atlasby Scale AITask level · Pass rate

  88.1%Muse Spark 1.1 · 9 Jul 2026

  Strong
• MCPMark Verifiedby EVAL SYS, LobeHub and NUS TRAILTask level · Pass@1 (single run)

  96.1%kimi-k3-max · 20 Jul 2026

  Saturated
• OSWorld 2.0by HKU and Snorkel AIProject level · Binary completion rate (full set, 500 steps)

  44.3%Claude Opus 5 (max, batch tool) · 17 Sep 2026

  Emerging
• TheAgentCompanyby Carnegie Mellon UniversityTask level · Tasks resolved

  42.9%TTE-MatrixAgent + DeepSeek-V3.2 · 10 Nov 2025

  Emerging
• WorkArenaby ServiceNowTask level · WorkArena-L1 success rate

  63.3%GenericAgent-Claude-4-Sonnet · 7 Aug 2025

  Strong