Kaggle ITBench: leaderboard

IBM's ITBench on Kaggle, which evaluates agents on IT-operations scenarios in site reliability engineering (SRE) and financial operations (FinOps). This board is Kaggle's Average Score, the mean of the FinOps and SRE scores, on a 0-100 scale where higher is better, kept only for models with both scores.

Metric: Score (%). Source: www.kaggle.com. Saturation forecast: Around June 2027. 13 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Pro (Preview)58.33#71
2GPT-5.155.21#145
3Claude Opus 4.552.08#87
4GPT-551.88#105
5Gemini 2.5 Flash51.67#255
6O351.67#132
7Qwen 3 235B A22B 2507 Instruct46.04#315
8Claude Sonnet 4.545.83#148
9Gemini 2.5 Pro42.29#159
10Claude Haiku 4.542.08#287
11Grok 4.1 Fast (Reasoning)38.96#227 (Grok 4.1 Fast)
12Mistral Small 3.132.92#623
13DeepSeek R1 052823.33#232

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=kaggle-itbench · How It Works · Data refreshed daily, snapshot 2026-11-05.