AA-Briefcase: leaderboard

Artificial Analysis Briefcase: agentic knowledge-work tasks over a briefcase of real-world files; scored by rubric pass rate, the cross-model-comparable metric behind the site's quality Elo.

Metric: Rubric Pass Rate (%). Source: artificialanalysis.ai. Saturation forecast: Around June 2027. 233 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 4 Argon (High)64.63#8 (Gemini 4 Argon)
2Muse Wonder Full (Max)61.31#10 (Muse Wonder Full)
3Muse Wonder (Max)61.21#15 (Muse Wonder)
4Muse Spark 1.3 (Max)58.69#24 (Muse Spark 1.3)
5Claude Opus 5 (xHigh)57.98#12 (Claude Opus 5)
6Qwen 3.8 Max (0902)57.96#29
7Claude Opus 5 (Max)57.17#12 (Claude Opus 5)
8GPT-6.1 Sol (Max)55.66#7 (GPT-6.1 Sol)
9Grok 4.7 (xHigh)55.35#25 (Grok 4.7)
10Grok 4.7 (High)55.01#25 (Grok 4.7)
11MiMo-V2.6-Pro54.75#42
12Qwen3.8-Flash-Next54.1#72
13Claude Opus 5 (High)53.84#12 (Claude Opus 5)
14Grok 4.6 (xHigh)53.84#26 (Grok 4.6)
15Grok 4.6 (High)52.83#26 (Grok 4.6)

No result here: #3 Claude Opus 5.5, #9 Claude Fable 5.1.

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