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AA-Briefcase Elo

Agents · 2026-06-18

AA-Briefcase is an Artificial Analysis benchmark for long-horizon agentic knowledge-work projects. It evaluates agents on realistic multi-week business workflows with many linked tasks and thousands of input files, combining rubric and pairwise grading into an Elo-style score.

Top models (higher is better)

ModelScore
Claude Opus 51720
Claude Fable 5.11662
Qwen3.8 Max (0902)1622
Muse Spark 1.31589
Qwen3.8-Flash-Next1587
GPT-6 Astra1562
Kimi K31548
Grok 4.61545
Claude Fable 51530
GLM-5.31505
GPT-5.6 Sol1495
GLM-5.3 Flash1449
Qwen3.8 2.4T A95B1439
DeepSeek V4 Flash Vision Exp1432
DeepSeek V4.1 Flash1424
Qwen3.8 27B1398
Qwen3.8-Max1388
Sonnet 51355
Opus 4.81354
Muse Spark 1.21344
GPT-5.6 Terra1337
GPT-5.6 Luna1333
K2 Horizon 375B A23B1298
Grok 4.51283
DeepSeek V4 Pro 08131265
GLM-5.21260
DeepSeek-V4-Flash-07311253
Opus 4.71252
Gemini 3.8 Flash1202
Agnes 2.5 Pro Alpha1195
K2 Horizon MoVA 36B A4B1170
GPT-5.51158
Quasar 438B1123
Gemini 3.7 Flash1116
MiniMax M31096
GPT-5.5 Instant (2026-06-25 hosted snapshot)1082
Sonnet 4.61065
DeepSeek-V4-Flash1052
K2 Horizon 7B1021
Ling 3.0 Flash VL986
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