AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE

Artificial Analysis

EnterpriseOps-Gym-AA

Agentic business operations

Evaluation context and evidence

Source
Artificial Analysis
Publisher
Not recorded
Benchmark release
Not recorded
Collected
2026-08-25
Modality
Not recorded

These are source-reported observations, not independent reruns by this site. Check the task version, evaluation protocol, unit and reporting date before comparing models. Results from different setups are not a universal ranking.

Original sources

Reported results 33

Shown in source observation order, not ranked. Dates retain the precision provided by the source.

ModelValueUnitProtocolReported date and basisSource
Claude Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback)0.5111906893464637Not recordedNot recorded2026-06-09 · model_announcementArtificial Analysis
Gemini 3.5 Flash (high)0.5007460459564309Not recordedNot recorded2026-05-19 · model_announcementArtificial Analysis
Claude Opus 5 (Adaptive Reasoning, Max Effort)0.474783646672635Not recordedNot recorded2026-07-24 · model_announcementArtificial Analysis
GPT-5.5 (xhigh)0.4664279319606088Not recordedNot recorded2026-04-23 · model_announcementArtificial Analysis
Kimi K3 (max)0.45329752312742466Not recordedNot recorded2026-07-16 · model_announcementArtificial Analysis
Qwen3.7 Max0.4500149209191286Not recordedNot recorded2026-05-19 · model_announcementArtificial Analysis
Claude Sonnet 5 (Adaptive Reasoning, Max Effort)0.4467323187108326Not recordedNot recorded2026-06-30 · model_announcementArtificial Analysis
GPT-5.5 (medium)0.44106236944195765Not recordedNot recorded2026-04-23 · model_announcementArtificial Analysis
Claude Opus 4.8 (Adaptive Reasoning, Max Effort)0.4395702775290958Not recordedNot recorded2026-05-28 · model_announcementArtificial Analysis
Claude Sonnet 5 (Adaptive Reasoning, Xhigh Effort)0.4386750223813787Not recordedNot recorded2026-06-30 · model_announcementArtificial Analysis
GPT-5.6 Sol (max)0.42912563413906296Not recordedNot recorded2026-07-09 · model_announcementArtificial Analysis
GLM-5.2 (max)0.42733512384362876Not recordedNot recorded2026-06-16 · model_announcementArtificial Analysis
Inkling Small0.4270367054610564Not recordedNot recorded2026-07-30 · model_announcementArtificial Analysis
Gemini 3.1 Pro Preview0.42166517457475383Not recordedNot recorded2026-02-19 · model_announcementArtificial Analysis
Grok 4.5 (high)0.40823634735899733Not recordedNot recorded2026-07-08 · model_announcementArtificial Analysis
Qwen3.7 Plus0.40555058191584603Not recordedNot recorded2026-06-01 · model_announcementArtificial Analysis
DeepSeek V4 Pro (Reasoning, Max Effort)0.40435690838555655Not recordedNot recorded2026-04-24 · model_announcementArtificial Analysis
Kimi K2.7 Code0.40226797970754996Not recordedNot recorded2026-06-12 · model_announcementArtificial Analysis
DeepSeek V4 Flash (Reasoning, Max Effort)0.39570277529095793Not recordedNot recorded2026-04-24 · model_announcementArtificial Analysis
Kimi K2.60.3852581319009251Not recordedNot recorded2026-04-20 · model_announcementArtificial Analysis
Inkling (xhigh)0.37958818263205013Not recordedNot recorded2026-07-15 · model_announcementArtificial Analysis
GPT-5.4 mini (xhigh)0.3461653237839451Not recordedNot recorded2026-03-17 · model_announcementArtificial Analysis
Mistral Medium 3.50.3372127723067741Not recordedNot recorded2026-04-29 · model_announcementArtificial Analysis
MiniMax-M30.3210981796478663Not recordedNot recorded2026-06-01 · model_announcementArtificial Analysis
GPT-5.4 nano (xhigh)0.3148313936138466Not recordedNot recorded2026-03-17 · model_announcementArtificial Analysis
Qwen3.5 397B A17B (Reasoning)0.3088630259623993Not recordedNot recorded2026-02-16 · model_announcementArtificial Analysis
Claude 4.5 Haiku (Reasoning)0.29394210683378097Not recordedNot recorded2025-10-15 · model_announcementArtificial Analysis
Step 3.7 Flash0.29065950462548495Not recordedNot recorded2026-05-29 · model_announcementArtificial Analysis
Nemotron 3 Ultra 550B A55B (Reasoning)0.28886899433005075Not recordedNot recorded2026-06-04 · model_announcementArtificial Analysis
Gemma 4 31B (Reasoning)0.28349746344374815Not recordedNot recorded2026-04-02 · model_announcementArtificial Analysis
Gemini 3.1 Flash-Lite0.2802148612354521Not recordedNot recorded2026-03-03 · model_announcementArtificial Analysis
Grok 4.3 (high)0.26260817666368247Not recordedNot recorded2026-04-30 · model_announcementArtificial Analysis
gpt-oss-120b (high)0.25544613548194567Not recordedNot recorded2025-08-05 · model_announcementArtificial Analysis