# CloudOpsBench: AI benchmark shows FAI models struggling with cloud infra

> Source: <https://cloudopsbench.ai>
> Published: 2026-11-02 23:05:45+00:00

# CloudOpsBench

A benchmark for AI agents on real cloud operations

| Model leaderboard. Select a row to view details. |  |  |  |  |  |  |  | 
|---|---|---|---|---|---|---|---|
| Rank | Model | Harness | [Resolution rate](https://cloudopsbench.ai/?version=v1.0&sort=asc&view=table&metric=cost)  | [Release date](https://cloudopsbench.ai/?version=v1.0&sort=release&view=table&metric=cost)  | [Time](https://cloudopsbench.ai/?version=v1.0&sort=time&view=table&metric=cost)  | [Tokens](https://cloudopsbench.ai/?version=v1.0&sort=tokens&view=table&metric=cost)  | [Cost](https://cloudopsbench.ai/?version=v1.0&sort=cost&view=table&metric=cost)  | 
|---|---|---|---|---|---|---|---|
| [01](https://cloudopsbench.ai/results?version=v1.0&model=claude-code%2Bclaude-fable-5-1%2Beffort-max) | [claude-fable-5-1 (max)](https://cloudopsbench.ai/results?version=v1.0&model=claude-code%2Bclaude-fable-5-1%2Beffort-max) claude-code | [claude-code](https://cloudopsbench.ai/results?version=v1.0&model=claude-code%2Bclaude-fable-5-1%2Beffort-max) | **60.6%** |  | [38.6h](https://cloudopsbench.ai/results?version=v1.0&model=claude-code%2Bclaude-fable-5-1%2Beffort-max) | [97.9M](https://cloudopsbench.ai/results?version=v1.0&model=claude-code%2Bclaude-fable-5-1%2Beffort-max) | [$404.3](https://cloudopsbench.ai/results?version=v1.0&model=claude-code%2Bclaude-fable-5-1%2Beffort-max) | 
| [02](https://cloudopsbench.ai/results?version=v1.0&model=codex%2Bgpt-6-astra%2Beffort-max) | [gpt-6-astra (max)](https://cloudopsbench.ai/results?version=v1.0&model=codex%2Bgpt-6-astra%2Beffort-max) codex | [codex](https://cloudopsbench.ai/results?version=v1.0&model=codex%2Bgpt-6-astra%2Beffort-max) | **58.9%** |  | [16.5h](https://cloudopsbench.ai/results?version=v1.0&model=codex%2Bgpt-6-astra%2Beffort-max) | [98.0M](https://cloudopsbench.ai/results?version=v1.0&model=codex%2Bgpt-6-astra%2Beffort-max) | [$310.9](https://cloudopsbench.ai/results?version=v1.0&model=codex%2Bgpt-6-astra%2Beffort-max) | 
| [03](https://cloudopsbench.ai/results?version=v1.0&model=gemini-cli%2Bgemini-4-argon%2Beffort-high) | [gemini-4-argon (high)](https://cloudopsbench.ai/results?version=v1.0&model=gemini-cli%2Bgemini-4-argon%2Beffort-high) gemini-cli | [gemini-cli](https://cloudopsbench.ai/results?version=v1.0&model=gemini-cli%2Bgemini-4-argon%2Beffort-high) | **57.5%** |  | [34.2h](https://cloudopsbench.ai/results?version=v1.0&model=gemini-cli%2Bgemini-4-argon%2Beffort-high) | [173.9M](https://cloudopsbench.ai/results?version=v1.0&model=gemini-cli%2Bgemini-4-argon%2Beffort-high) | [$100.5](https://cloudopsbench.ai/results?version=v1.0&model=gemini-cli%2Bgemini-4-argon%2Beffort-high) | 
| [04](https://cloudopsbench.ai/results?version=v1.0&model=cursor-cli%2Bgrok-4.7%2Beffort-high) | [grok-4.7 (high)](https://cloudopsbench.ai/results?version=v1.0&model=cursor-cli%2Bgrok-4.7%2Beffort-high) cursor-cli | [cursor-cli](https://cloudopsbench.ai/results?version=v1.0&model=cursor-cli%2Bgrok-4.7%2Beffort-high) | **56.5%** |  | [33.2h](https://cloudopsbench.ai/results?version=v1.0&model=cursor-cli%2Bgrok-4.7%2Beffort-high) | [178.3M](https://cloudopsbench.ai/results?version=v1.0&model=cursor-cli%2Bgrok-4.7%2Beffort-high) | [$138.8](https://cloudopsbench.ai/results?version=v1.0&model=cursor-cli%2Bgrok-4.7%2Beffort-high) | 
| [05](https://cloudopsbench.ai/results?version=v1.0&model=codex%2Bgpt-6-astra%2Beffort-high) | [gpt-6-astra (high)](https://cloudopsbench.ai/results?version=v1.0&model=codex%2Bgpt-6-astra%2Beffort-high) codex | [codex](https://cloudopsbench.ai/results?version=v1.0&model=codex%2Bgpt-6-astra%2Beffort-high) | **54.2%** |  | [16.1h](https://cloudopsbench.ai/results?version=v1.0&model=codex%2Bgpt-6-astra%2Beffort-high) | [62.4M](https://cloudopsbench.ai/results?version=v1.0&model=codex%2Bgpt-6-astra%2Beffort-high) | [$188.4](https://cloudopsbench.ai/results?version=v1.0&model=codex%2Bgpt-6-astra%2Beffort-high) | 
| [06](https://cloudopsbench.ai/results?version=v1.0&model=grok-build%2Bgrok-4.7%2Beffort-high) | [grok-4.7 (high)](https://cloudopsbench.ai/results?version=v1.0&model=grok-build%2Bgrok-4.7%2Beffort-high) grok-build | [grok-build](https://cloudopsbench.ai/results?version=v1.0&model=grok-build%2Bgrok-4.7%2Beffort-high) | **48.3%** |  | [25.9h](https://cloudopsbench.ai/results?version=v1.0&model=grok-build%2Bgrok-4.7%2Beffort-high) | [173.4M](https://cloudopsbench.ai/results?version=v1.0&model=grok-build%2Bgrok-4.7%2Beffort-high) | [$127.3](https://cloudopsbench.ai/results?version=v1.0&model=grok-build%2Bgrok-4.7%2Beffort-high) | 
| [07](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bclaude-opus-5-5%2Beffort-high) | [claude-opus-5-5 (high)](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bclaude-opus-5-5%2Beffort-high) terminus-2 | [terminus-2](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bclaude-opus-5-5%2Beffort-high) | **47.8%** |  | [19.5h](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bclaude-opus-5-5%2Beffort-high) | [22.6M](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bclaude-opus-5-5%2Beffort-high) | [$45.1](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bclaude-opus-5-5%2Beffort-high) | 
| [08](https://cloudopsbench.ai/results?version=v1.0&model=claude-code%2Bclaude-opus-5-5%2Beffort-high) | [claude-opus-5-5 (high)](https://cloudopsbench.ai/results?version=v1.0&model=claude-code%2Bclaude-opus-5-5%2Beffort-high) claude-code | [claude-code](https://cloudopsbench.ai/results?version=v1.0&model=claude-code%2Bclaude-opus-5-5%2Beffort-high) | **46.7%** |  | [14.0h](https://cloudopsbench.ai/results?version=v1.0&model=claude-code%2Bclaude-opus-5-5%2Beffort-high) | [37.4M](https://cloudopsbench.ai/results?version=v1.0&model=claude-code%2Bclaude-opus-5-5%2Beffort-high) | [$36.6](https://cloudopsbench.ai/results?version=v1.0&model=claude-code%2Bclaude-opus-5-5%2Beffort-high) | 
| [09](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bclaude-fable-5-1%2Beffort-high) | [claude-fable-5-1 (high)](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bclaude-fable-5-1%2Beffort-high) terminus-2 | [terminus-2](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bclaude-fable-5-1%2Beffort-high) | **43.8%** |  | [19.0h](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bclaude-fable-5-1%2Beffort-high) | [37.3M](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bclaude-fable-5-1%2Beffort-high) | [$319.1](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bclaude-fable-5-1%2Beffort-high) | 
| [10](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bgemini-3.8-flash%2Beffort-high) | [gemini-3.8-flash (high)](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bgemini-3.8-flash%2Beffort-high) terminus-2 | [terminus-2](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bgemini-3.8-flash%2Beffort-high) | **42.8%** |  | [33.2h](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bgemini-3.8-flash%2Beffort-high) | [337.4M](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bgemini-3.8-flash%2Beffort-high) | [$70.0](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bgemini-3.8-flash%2Beffort-high) | 
| [11](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bgpt-6-astra%2Beffort-high) | [gpt-6-astra (high)](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bgpt-6-astra%2Beffort-high) terminus-2 | [terminus-2](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bgpt-6-astra%2Beffort-high) | **42.8%** |  | [12.9h](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bgpt-6-astra%2Beffort-high) | [19.2M](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bgpt-6-astra%2Beffort-high) | [$94.6](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bgpt-6-astra%2Beffort-high) | 
| [12](https://cloudopsbench.ai/results?version=v1.0&model=grok-build%2Bgrok-4.7%2Beffort-medium) | [grok-4.7 (medium)](https://cloudopsbench.ai/results?version=v1.0&model=grok-build%2Bgrok-4.7%2Beffort-medium) grok-build | [grok-build](https://cloudopsbench.ai/results?version=v1.0&model=grok-build%2Bgrok-4.7%2Beffort-medium) | **40.0%** |  | [21.4h](https://cloudopsbench.ai/results?version=v1.0&model=grok-build%2Bgrok-4.7%2Beffort-medium) | [121.6M](https://cloudopsbench.ai/results?version=v1.0&model=grok-build%2Bgrok-4.7%2Beffort-medium) | [$91.6](https://cloudopsbench.ai/results?version=v1.0&model=grok-build%2Bgrok-4.7%2Beffort-medium) | 
| [13](https://cloudopsbench.ai/results?version=v1.0&model=cursor-cli%2Bgrok-4.6%2Beffort-high) | [grok-4.6 (high)](https://cloudopsbench.ai/results?version=v1.0&model=cursor-cli%2Bgrok-4.6%2Beffort-high) cursor-cli | [cursor-cli](https://cloudopsbench.ai/results?version=v1.0&model=cursor-cli%2Bgrok-4.6%2Beffort-high) | **39.7%** |  | [19.7h](https://cloudopsbench.ai/results?version=v1.0&model=cursor-cli%2Bgrok-4.6%2Beffort-high) | [78.2M](https://cloudopsbench.ai/results?version=v1.0&model=cursor-cli%2Bgrok-4.6%2Beffort-high) | [$63.8](https://cloudopsbench.ai/results?version=v1.0&model=cursor-cli%2Bgrok-4.6%2Beffort-high) | 
| [14](https://cloudopsbench.ai/results?version=v1.0&model=grok-build%2Bgrok-4.6%2Beffort-medium) | [grok-4.6 (medium)](https://cloudopsbench.ai/results?version=v1.0&model=grok-build%2Bgrok-4.6%2Beffort-medium) grok-build | [grok-build](https://cloudopsbench.ai/results?version=v1.0&model=grok-build%2Bgrok-4.6%2Beffort-medium) | **36.7%** |  | [16.2h](https://cloudopsbench.ai/results?version=v1.0&model=grok-build%2Bgrok-4.6%2Beffort-medium) | [59.4M](https://cloudopsbench.ai/results?version=v1.0&model=grok-build%2Bgrok-4.6%2Beffort-medium) | [$51.2](https://cloudopsbench.ai/results?version=v1.0&model=grok-build%2Bgrok-4.6%2Beffort-medium) | 
| [15](https://cloudopsbench.ai/results?version=v1.0&model=grok-build%2Bgrok-4.6%2Beffort-high) | [grok-4.6 (high)](https://cloudopsbench.ai/results?version=v1.0&model=grok-build%2Bgrok-4.6%2Beffort-high) grok-build | [grok-build](https://cloudopsbench.ai/results?version=v1.0&model=grok-build%2Bgrok-4.6%2Beffort-high) | **36.1%** |  | [17.7h](https://cloudopsbench.ai/results?version=v1.0&model=grok-build%2Bgrok-4.6%2Beffort-high) | [72.0M](https://cloudopsbench.ai/results?version=v1.0&model=grok-build%2Bgrok-4.6%2Beffort-high) | [$61.7](https://cloudopsbench.ai/results?version=v1.0&model=grok-build%2Bgrok-4.6%2Beffort-high) | 
| [16](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bqwen3.8-max%2Beffort-high) | [qwen3.8-max (high)](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bqwen3.8-max%2Beffort-high) terminus-2 | [terminus-2](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bqwen3.8-max%2Beffort-high) | **33.7%** |  | [79.1h](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bqwen3.8-max%2Beffort-high) | [78.4M](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bqwen3.8-max%2Beffort-high) | [$61.8](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bqwen3.8-max%2Beffort-high) | 
| [17](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bdeepseek-flash%2Beffort-high) | [deepseek-v4.1-flash (high)](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bdeepseek-flash%2Beffort-high) terminus-2 | [terminus-2](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bdeepseek-flash%2Beffort-high) | **21.8%** |  | [22.2h](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bdeepseek-flash%2Beffort-high) | [68.1M](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bdeepseek-flash%2Beffort-high) | [$7.5](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bdeepseek-flash%2Beffort-high) | 
| [18](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bkimi-k3.1-pro%2Beffort-high) | [kimi-k3.1-pro (high)](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bkimi-k3.1-pro%2Beffort-high) terminus-2 | [terminus-2](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bkimi-k3.1-pro%2Beffort-high) | **19.1%** |  | [14.8h](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bkimi-k3.1-pro%2Beffort-high) | [7.4M](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bkimi-k3.1-pro%2Beffort-high) | [$10.7](https://cloudopsbench.ai/results?version=v1.0&model=terminus-2%2Bkimi-k3.1-pro%2Beffort-high) |