| Metric | Value |
|---|---|
| HumanFirst wins | 44 |
| Humanloop wins | 47 |
| Abstains (no tool) | 105 |
| Other tool chosen | 2479 |
| Decisive cases | 91 |
| HumanFirst win rate (unweighted) | 48.4% |
| 95% CI | 38.4% - 58.5% |
| HumanFirst win rate (weighted) | 48.4% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | HumanFirst | Humanloop | None | Other | A rate |
|---|---|---|---|---|---|---|
| Devstral 2 2512 | Mid | 44 | 19 | 6 | 66 | 70% |
| Gemini 2.5 Flash | Small | 0 | 14 | 1 | 112 | 0% |
| Claude Haiku 4.5 | Small | 0 | 4 | 1 | 132 | 0% |
| DeepSeek R1 0528 | Frontier | 0 | 4 | 7 | 133 | 0% |
| DeepSeek V3.2 | Mid | 0 | 4 | 22 | 102 | 0% |
| MiMo V2 Pro | Frontier | 0 | 2 | 8 | 122 | 0% |
| Claude Opus 4.6 | Frontier | 0 | 0 | 0 | 132 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 1 | 11 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 1 | 143 | n/a |
| DeepSeek V4 Flash | Mid | 0 | 0 | 1 | 11 | n/a |
| DeepSeek V4 Pro | Frontier | 0 | 0 | 1 | 11 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 9 | 135 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 1 | 11 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 19 | 113 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 0 | 12 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 0 | 144 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 0 | 132 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 3 | 140 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 0 | 12 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 3 | 116 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 1 | 11 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 2 | 135 | n/a |
| Llama 4 Scout | Small | 0 | 0 | 7 | 124 | n/a |
| MiMo V2.5 Pro | Frontier | 0 | 0 | 0 | 12 | n/a |
| MiniMax M2.7 | Frontier | 0 | 0 | 5 | 124 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 1 | 11 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 2 | 134 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 3 | 138 | n/a |
| Prompt | Tier | HumanFirst | Humanloop | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Beginner | 17 | 11 | 10 | 392 | 61% |
| ai-revenue-ops-copilot | Intermediate | 1 | 15 | 4 | 404 | 6% |
| ai-support-agent-platform | Beginner | 11 | 3 | 66 | 351 | 79% |
| ai-revenue-ops-copilot | Advanced | 6 | 8 | 2 | 403 | 43% |
| ai-support-agent-platform | Intermediate | 4 | 6 | 5 | 413 | 40% |
| ai-support-agent-platform | Advanced | 4 | 3 | 5 | 418 | 57% |
| ai-engineering-workflow | Intermediate | 1 | 0 | 0 | 16 | 100% |
| ai-agent-application | Intermediate | 0 | 1 | 0 | 19 | 0% |
| ai-agent-application | Advanced | 0 | 0 | 0 | 18 | n/a |
| ai-agent-application | Beginner | 0 | 0 | 5 | 15 | n/a |
| ai-engineering-workflow | Advanced | 0 | 0 | 0 | 18 | n/a |
| ai-engineering-workflow | Beginner | 0 | 0 | 8 | 12 | n/a |
