Benchmarks · agentic
ITBench-AA
ITBench-AA (SRE scenarios): diagnosing and remediating incidents in live Kubernetes environments; pass rate.
34 models · 36 results · data as of 2026-10-29 · artificialanalysis.ai ↗
Leaderboard
GPT-5.6 Sol max
All results
36 rows| # | Model | Effort | ITBench-AA |
|---|---|---|---|
| 1 | GPT-5.6 Sol | max | 56.2% |
| 2 | Gemini 3.8 Flash | high | 52.5% |
| 3 | GLM 5.3 Flash | max | 51.2% |
| 4 | GPT-5.6 Terra | max | 51.0% |
| 5 | Fable 5.1 | max | 49.5% |
| 6 | GPT-6 Sol | max | 49.4% |
| 7 | GPT-6 Astra | max | 48.6% |
| 8 | Kimi K3 | max | 47.7% |
| 9 | DeepSeek V4.1 Flash | max | 46.9% |
| 10 | Opus 4.7 | max | 46.7% |
| 11 | GLM 5.3 | max | 46.1% |
| 12 | GPT-5.5 | xhigh | 45.8% |
| 13 | GLM 5.2 | max | 42.7% |
| 14 | Qwen 3.7 Max | max | 42.5% |
| 15 | Grok 4.7 | xhigh | 42.1% |
| 16 | Gemini 3.5 Flash | high | 40.3% |
| 17 | GPT-5.6 Luna | max | 40.3% |
| 18 | GLM 5.1 | 40.3% | |
| 19 | DeepSeek V4 Pro 0424 | max | 38.3% |
| 20 | Opus 5.5 | max | 38.2% |
| 21 | MiMo V2.5 Pro | 38.2% | |
| 22 | Gemma 4 31B | 37.3% | |
| 23 | Qwen 3.5 27B | 35.5% | |
| 24 | GPT-5.4 Mini | xhigh | 35.2% |
| 25 | Qwen 3.5 397B-A17B | 34.1% | |
| 26 | Muse Spark 1.3 | max | 33.2% |
| 27 | Grok 4.3 | high | 32.7% |
| 28 | DeepSeek V4 Flash 0420 | max | 31.5% |
| 29 | Kimi K2.6 | 31.2% | |
| 30 | MiniMax M2.7 | 26.5% |