Artificial Analysis EnterpriseOps-Gym (AA EnterpriseOps-Gym)
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%).
Claude Fable 5
Anthropic
Independent run: Artificial AnalysisGemini 3.5 Flash
DeepSeek V4 Pro 0813
DeepSeek
Carried from an upstream page23 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
Showing all 23 results, in score order.
| Rank | Model / configuration | Score | Who ran it | Parameters (B) | Open / closed |
|---|---|---|---|---|---|
| 1 | Claude Fable 5AnthropicIndependent run: Artificial Analysis | 51.1% | Independent run: Artificial Analysis | Not reported | Closed |
| 2 | Gemini 3.5 FlashGoogleIndependent run: Artificial Analysis | 50.1% | Independent run: Artificial Analysis | Not reported | Closed |
| No rank on this table | DeepSeek V4 Pro 0813DeepSeekCarried from an upstream page | 49.6% | Carried from an upstream page | Not reported | Open |
| 3 | Grok 4.6xAIIndependent run: Artificial Analysis | 48.3% | Independent run: Artificial Analysis | Not reported | Closed |
| 4 | Claude Opus 5AnthropicIndependent run: Artificial Analysis | 47.5% | Independent run: Artificial Analysis | Not reported | Closed |
| 5 | Muse Spark 1.2MetaIndependent run: Artificial Analysis | 47.3% | Independent run: Artificial Analysis | Not reported | Closed |
| 6 | Step 5 PreviewStepFunIndependent run: Artificial Analysis | 47.2% | Independent run: Artificial Analysis | Not reported | Open |
| 7 | Inkling 2 SmallThinking Machines LabIndependent run: Artificial Analysis | 46.8% | Independent run: Artificial Analysis | Not reported | Closed |
| 8 | GPT-5.5OpenAIIndependent run: Artificial Analysis | 46.6% | Independent run: Artificial Analysis | Not reported | Closed |
| 9 | Kimi K3Moonshot AIIndependent run: Artificial Analysis | 45.3% | Independent run: Artificial Analysis | Not reported | Open |
| 10 | Qwen3.7 MaxAlibabaIndependent run: Artificial Analysis | 45.0% | Independent run: Artificial Analysis | Not reported | Closed |
| 11 | Claude Sonnet 5AnthropicIndependent run: Artificial Analysis | 44.7% | Independent run: Artificial Analysis | Not reported | Closed |
| 12 | Qwen3.8-27BAlibabaIndependent run: Artificial Analysis | 44.2% | Independent run: Artificial Analysis | Not reported | Open |
| 13 | Claude Opus 4.8AnthropicIndependent run: Artificial Analysis | 44.0% | Independent run: Artificial Analysis | Not reported | Closed |
| 14 | GPT-5.6 SolOpenAIIndependent run: Artificial Analysis | 42.9% | Independent run: Artificial Analysis | Not reported | Closed |
| 15 | GLM-5.2Z.AIIndependent run: Artificial Analysis | 42.7% | Independent run: Artificial Analysis | Not reported | Open |
| 16 | Inkling-SmallThinking Machines LabIndependent run: Artificial Analysis | 42.7% | Independent run: Artificial Analysis | Not reported | Open |
| 17 | Gemini 3.5 Flash-LiteGoogleIndependent run: Artificial Analysis | 42.3% | Independent run: Artificial Analysis | Not reported | Closed |
| No rank on this table | Gemini 3.1 ProGoogleCarried from an upstream page | 42.2% | Carried from an upstream page | Not reported | Closed |
| 18 | GPT-5.6 LunaOpenAIIndependent run: Artificial Analysis | 40.8% | Independent run: Artificial Analysis | Not reported | Closed |
| 19 | Grok 4.5xAIIndependent run: Artificial Analysis | 40.8% | Independent run: Artificial Analysis | Not reported | Closed |
| 20 | Qwen3.7 PlusAlibabaIndependent run: Artificial Analysis | 40.6% | Independent run: Artificial Analysis | Not reported | Closed |
| 21 | GLM-5.3Z.AIIndependent run: Artificial Analysis | 36.4% | Independent run: Artificial Analysis | Not reported | Open |
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
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
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.
Compare top models on AA EnterpriseOps-Gym
Know when it’s worth switching models
The model to choose, the cheaper alternative, and the release we would wait on.
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