| Metric | Value |
|---|---|
| Humanloop wins | 17 |
| HumanFirst wins | 18 |
| Abstains (no tool) | 36 |
| Other tool chosen | 929 |
| Decisive cases | 35 |
| Humanloop win rate (unweighted) | 48.6% |
| 95% CI | 33.0% - 64.4% |
| Humanloop win rate (weighted) | 48.6% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Humanloop | HumanFirst | None | Other | A rate |
|---|---|---|---|---|---|---|
| Devstral 2 2512 | Mid | 8 | 18 | 1 | 24 | 31% |
| Gemini 2.5 Flash | Small | 4 | 0 | 0 | 48 | 100% |
| DeepSeek R1 0528 | Frontier | 2 | 0 | 2 | 50 | 100% |
| DeepSeek V3.2 | Mid | 2 | 0 | 9 | 41 | 100% |
| Claude Haiku 4.5 | Small | 1 | 0 | 1 | 50 | 100% |
| Claude Opus 4.6 | Frontier | 0 | 0 | 0 | 54 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 0 | 54 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 6 | 48 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 7 | 47 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 0 | 54 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 0 | 54 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 1 | 53 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 0 | 48 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 0 | 53 | n/a |
| Llama 4 Scout | Small | 0 | 0 | 3 | 46 | n/a |
| MiMo V2 Pro | Frontier | 0 | 0 | 2 | 52 | n/a |
| MiniMax M2.7 | Frontier | 0 | 0 | 1 | 51 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 0 | 51 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 3 | 51 | n/a |
| Prompt | Tier | Humanloop | HumanFirst | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Beginner | 5 | 7 | 4 | 152 | 42% |
| ai-revenue-ops-copilot | Intermediate | 5 | 1 | 1 | 157 | 83% |
| ai-support-agent-platform | Beginner | 1 | 5 | 25 | 138 | 17% |
| ai-revenue-ops-copilot | Advanced | 3 | 2 | 1 | 158 | 60% |
| ai-support-agent-platform | Intermediate | 3 | 2 | 4 | 157 | 60% |
| ai-support-agent-platform | Advanced | 0 | 1 | 1 | 167 | 0% |