AA Terminal-Bench Hard: leaderboard

Artificial Analysis independent evaluation of Terminal-Bench Hard: agentic terminal tasks including software engineering and system administration (44 tasks).

Metric: Accuracy (%). Source: artificialanalysis.ai. Saturation forecast: Around January 2027. 432 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.6 Sol (Max)65.91#19 (GPT-5.6 Sol)
2GPT-5.6 Terra (xHigh)62.88#41 (GPT-5.6 Terra)
3GPT-5.6 Sol (Medium)62.88#19 (GPT-5.6 Sol)
4GPT-5.6 Sol (High)62.12#19 (GPT-5.6 Sol)
5GPT-5.6 Sol (xHigh)61.36#19 (GPT-5.6 Sol)
6GPT-5.5 (xHigh)60.61#31 (GPT-5.5)
7GPT-5.6 Sol (Low)60.61#19 (GPT-5.6 Sol)
8GPT-5.5 (High)59.85#31 (GPT-5.5)
9Claude Opus 4.8 (Max)58.33#37 (Claude Opus 4.8)
10GPT-5.6 Terra (Max)57.58#41 (GPT-5.6 Terra)
11GPT-5.4 (xHigh)57.58#79 (GPT-5.4)
12GPT-5.5 (Medium)57.58#31 (GPT-5.5)
13GPT-5.6 Terra (High)57.58#41 (GPT-5.6 Terra)
14Gemini 3.1 Pro (Preview)53.79#58
15Claude Sonnet 4.6 (Max)53.03#90 (Claude Sonnet 4.6)

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=aa-terminal-bench-hard · How It Works · Data refreshed daily, snapshot 2026-10-20.