CloudOpsBench
A benchmark for AI agents on real cloud operations
| Rank | Model | Harness | Resolution rate | Release date | Time | Tokens | Cost |
|---|---|---|---|---|---|---|---|
| 01 | claude-fable-5-1 (max)claude-code | claude-code | 60.6% | 38.6h | 97.9M | $404.3 | |
| 02 | gpt-6-astra (max)codex | codex | 58.9% | 16.5h | 98.0M | $310.9 | |
| 03 | gemini-4-argon (high)gemini-cli | gemini-cli | 57.5% | 34.2h | 173.9M | $100.5 | |
| 04 | grok-4.7 (high)cursor-cli | cursor-cli | 56.5% | 33.2h | 178.3M | $138.8 | |
| 05 | gpt-6-astra (high)codex | codex | 54.2% | 16.1h | 62.4M | $188.4 | |
| 06 | grok-4.7 (high)grok-build | grok-build | 48.3% | 25.9h | 173.4M | $127.3 | |
| 07 | claude-opus-5-5 (high)terminus-2 | terminus-2 | 47.8% | 19.5h | 22.6M | $45.1 | |
| 08 | claude-opus-5-5 (high)claude-code | claude-code | 46.7% | 14.0h | 37.4M | $36.6 | |
| 09 | claude-fable-5-1 (high)terminus-2 | terminus-2 | 43.8% | 19.0h | 37.3M | $319.1 | |
| 10 | gemini-3.8-flash (high)terminus-2 | terminus-2 | 42.8% | 33.2h | 337.4M | $70.0 | |
| 11 | gpt-6-astra (high)terminus-2 | terminus-2 | 42.8% | 12.9h | 19.2M | $94.6 | |
| 12 | grok-4.7 (medium)grok-build | grok-build | 40.0% | 21.4h | 121.6M | $91.6 | |
| 13 | grok-4.6 (high)cursor-cli | cursor-cli | 39.7% | 19.7h | 78.2M | $63.8 | |
| 14 | grok-4.6 (medium)grok-build | grok-build | 36.7% | 16.2h | 59.4M | $51.2 | |
| 15 | grok-4.6 (high)grok-build | grok-build | 36.1% | 17.7h | 72.0M | $61.7 | |
| 16 | qwen3.8-max (high)terminus-2 | terminus-2 | 33.7% | 79.1h | 78.4M | $61.8 | |
| 17 | deepseek-v4.1-flash (high)terminus-2 | terminus-2 | 21.8% | 22.2h | 68.1M | $7.5 | |
| 18 | kimi-k3.1-pro (high)terminus-2 | terminus-2 | 19.1% | 14.8h | 7.4M | $10.7 |