Kaggle Enterprise Ops (IBM): leaderboard
Enterprise IT operations tasks: diagnosing Kubernetes failures, assessing cloud cost anomalies, and evaluating CIS compliance in multi-step agentic workflows.
Metric: Avg Score (%). Source: www.kaggle.com. Saturation forecast: Around March 2027. 13 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 3 Pro (Preview) | 63.74 | #66 |
| 2 | O3 | 59.62 | #124 |
| 3 | GPT-5 | 59.54 | #98 |
| 4 | Claude Opus 4.5 | 59.39 | #83 |
| 5 | GPT-5.1 | 59.05 | #135 |
| 6 | Gemini 2.5 Flash | 58.6 | #245 |
| 7 | Claude Sonnet 4.5 | 55.03 | #142 |
| 8 | Gemini 2.5 Pro | 54.64 | #152 |
| 9 | Qwen 3 235B A22B 2507 Instruct | 53.41 | #300 |
| 10 | Claude Haiku 4.5 | 51.95 | #280 |
| 11 | Grok 4.1 Fast (Reasoning) | 51.8 | #217 (Grok 4.1 Fast) |
| 12 | Mistral Small 3.1 | 40.42 | #610 |
| 13 | DeepSeek R1 0528 | 26.23 | #222 |
No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.
Interactive version: theaggregate.ai/benchmark?slug=kaggle-enterprise-ops-ibm · How It Works · Data refreshed daily, snapshot 2026-10-20.