Kaggle AssetOpsBench: leaderboard
IBM's AssetOpsBench leaderboard on Kaggle for industrial asset operations; its diagnostics follow IBM's FailureSensorIQ multiple-choice evaluation of reasoning about sensors and failure modes, with selection, elimination and perturbed variants. This board is the headline Score as a percentage (0-100, higher is better); the diagnostic sub-scores are not published here.
Metric: Score (%). Source: www.kaggle.com. Saturation forecast: Around February 2028. 22 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-6 Astra | 69.55 | #6 |
| 2 | Gemini 3 Pro (Preview) | 69.14 | #71 |
| 3 | Gemini 3.8 Flash | 69.02 | #30 |
| 4 | O3 | 67.58 | #132 |
| 5 | Claude Sonnet 5.5 | 67.42 | #14 |
| 6 | GPT-5 | 67.2 | #105 |
| 7 | Gemini 2.5 Pro | 66.98 | #159 |
| 8 | Claude Opus 4.5 | 66.7 | #87 |
| 9 | Gemini 2.5 Flash | 65.53 | #255 |
| 10 | GPT-5 Mini | 65.29 | #193 |
| 11 | O4 Mini | 64.77 | #185 |
| 12 | Grok 4.1 Fast (Reasoning) | 64.64 | #227 (Grok 4.1 Fast) |
| 13 | Claude Sonnet 4.5 | 64.23 | #148 |
| 14 | GPT-5.1 | 62.89 | #145 |
| 15 | Claude Haiku 4.5 | 61.82 | #287 |
No result here: #3 Claude Opus 5.5, #7 GPT-6.1 Sol, #9 Gemini 4 Argon.
Interactive version: theaggregate.ai/benchmark?slug=kaggle-assetopsbench · How It Works · Data refreshed daily, snapshot 2026-11-05.