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Artificial Analysis EnterpriseOps-Gym (AA EnterpriseOps-Gym)

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An independently evaluated enterprise-operations benchmark from Artificial Analysis.

Top models on AA EnterpriseOps-Gym — November 13, 2026

As of November 13, 2026, Claude Fable 5 leads the AA EnterpriseOps-Gym leaderboard with 51.1% , followed by Gemini 3.5 Flash (50.1%) and DeepSeek V4 Pro 0813 (49.6%).

23 modelsAgentic2% of Agentic reference weightCurrentUpdated November 13, 2026

Leaderboard (23 models)

Of 23 results: 21 independent, 2 carried from an upstream page.

Ranks on this table count the 21 benchmark-run and independent results. A result where who ran it is not recorded keeps its place by score, without a rank.

Lab-reported
0
Independent
21
Benchmark-run
0
Carried from upstream
2
Who ran it

Showing all 23 results, in score order.

AA EnterpriseOps-Gym leaderboard
RankModel / configurationScoreParameters (B)Open / closed
1Claude Fable 5AnthropicIndependent run: Artificial Analysis
51.1%
Not reportedClosed
2Gemini 3.5 FlashGoogleIndependent run: Artificial Analysis
50.1%
Not reportedClosed
No rank on this tableDeepSeek V4 Pro 0813DeepSeekCarried from an upstream page
49.6%
Not reportedOpen
3Grok 4.6xAIIndependent run: Artificial Analysis
48.3%
Not reportedClosed
4Claude Opus 5AnthropicIndependent run: Artificial Analysis
47.5%
Not reportedClosed
5Muse Spark 1.2MetaIndependent run: Artificial Analysis
47.3%
Not reportedClosed
6Step 5 PreviewStepFunIndependent run: Artificial Analysis
47.2%
Not reportedOpen
7Inkling 2 SmallThinking Machines LabIndependent run: Artificial Analysis
46.8%
Not reportedClosed
8GPT-5.5OpenAIIndependent run: Artificial Analysis
46.6%
Not reportedClosed
9Kimi K3Moonshot AIIndependent run: Artificial Analysis
45.3%
Not reportedOpen
10Qwen3.7 MaxAlibabaIndependent run: Artificial Analysis
45.0%
Not reportedClosed
11Claude Sonnet 5AnthropicIndependent run: Artificial Analysis
44.7%
Not reportedClosed
12Qwen3.8-27BAlibabaIndependent run: Artificial Analysis
44.2%
Not reportedOpen
13Claude Opus 4.8AnthropicIndependent run: Artificial Analysis
44.0%
Not reportedClosed
14GPT-5.6 SolOpenAIIndependent run: Artificial Analysis
42.9%
Not reportedClosed
15GLM-5.2Z.AIIndependent run: Artificial Analysis
42.7%
Not reportedOpen
16Inkling-SmallThinking Machines LabIndependent run: Artificial Analysis
42.7%
Not reportedOpen
17Gemini 3.5 Flash-LiteGoogleIndependent run: Artificial Analysis
42.3%
Not reportedClosed
No rank on this tableGemini 3.1 ProGoogleCarried from an upstream page
42.2%
Not reportedClosed
18GPT-5.6 LunaOpenAIIndependent run: Artificial Analysis
40.8%
Not reportedClosed
19Grok 4.5xAIIndependent run: Artificial Analysis
40.8%
Not reportedClosed
20Qwen3.7 PlusAlibabaIndependent run: Artificial Analysis
40.6%
Not reportedClosed
21GLM-5.3Z.AIIndependent run: Artificial Analysis
36.4%
Not reportedOpen

A dash in the rank column marks a result carried from an upstream page, where who ran it is not recorded. It keeps its place by score, without a rank on this table.

  • Lab-reported
  • Benchmark-run
  • Independent
What the labels mean

According to BenchLM.ai, Claude Fable 5 leads the AA EnterpriseOps-Gym benchmark with a score of 51.1%, followed by Gemini 3.5 Flash (50.1%) and DeepSeek V4 Pro 0813 (49.6%). The top models are clustered within 1.5 points, suggesting this benchmark is nearing saturation for frontier models.

23 models have been evaluated on AA EnterpriseOps-Gym. The benchmark falls in the Agentic category. BenchAlign v5.8 gives AA EnterpriseOps-Gym 2% of the Agentic reference weight, so it moves the Agentic leaderboard and the overall ranking. Reference weights are relative weights in the calibrated model, not fixed shares of a score.

About AA EnterpriseOps-Gym

Year

2026

Tasks

Enterprise operations workflows

Format

Task success rate

Difficulty

Enterprise agent operations

Stored as its own agentic row.

Freshness and provenance

Version

AA EnterpriseOps-Gym 2026

Refresh cadence

Quarterly

Staleness state

Current

Question availability

Public benchmark set

Current

BenchLM uses freshness metadata to decide whether a benchmark should still be treated as a strong differentiator, a benchmark to watch, or a display-only reference. For the full scoring policy, see the BenchLM methodology page.

Questions

What does AA EnterpriseOps-Gym measure?

An independently evaluated enterprise-operations benchmark from Artificial Analysis.

Which model scores highest on AA EnterpriseOps-Gym?

Claude Fable 5 by Anthropic currently leads with a score of 51.1% on AA EnterpriseOps-Gym.

How many models are evaluated on AA EnterpriseOps-Gym?

23 AI models have published results on AA EnterpriseOps-Gym in the BenchLM catalog.

Last updated: November 13, 2026 · BenchLM version AA EnterpriseOps-Gym 2026

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