AutomationBench-AA - HR - Raw Objective Completion: leaderboard

Artificial Analysis's implementation of Zapier's AutomationBench restricted to its HR tasks: the share of task objectives an agent completes in simulated SaaS applications, counted before the guardrail-violation adjustment used by the AutomationBench-AA headline. Reported 0-100 (%); higher is better.

Metric: Raw Objective Completion (%). Source: artificialanalysis.ai. Saturation forecast: Around February 2027. 243 models tracked.

Top models

#ModelScoreOverall rank
1Muse Wonder Full (Max)83.32#12 (Muse Wonder Full)
2Gemini 4 Argon (High)81.99#9 (Gemini 4 Argon)
3Gemini 4 Carbon (High)81.81#1 (Gemini 4 Carbon)
4Kimi K3.1 Pro79.44#17
5Muse Wonder (Max)78.45#18 (Muse Wonder)
6MiniMax-M3.1-Flash77.5#52
7DeepSeek V4.1 Flash (1017) (High)77.41#27 (DeepSeek V4.1 Flash (1017))
8GPT-6 Astra (High)77.08#6 (GPT-6 Astra)
9Grok 4.6 (High)76.94#29 (Grok 4.6)
10GPT-6 Astra (Max)76.89#6 (GPT-6 Astra)
11GPT-6 Astra (xHigh)76.37#6 (GPT-6 Astra)
12GPT-6.1 Sol (High)76.37#7 (GPT-6.1 Sol)
13Ling 3.1 Flash76.18#75
14GPT-6.1 Sol (xHigh)76.04#7 (GPT-6.1 Sol)
15Qwen 3.8 Max (0902)75.76#36

No result here: #3 Claude Opus 5.5, #10 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=automationbench-aa-hr-raw-objective-completion · How It Works · Data refreshed daily, snapshot 2026-11-05.