| Metric | Value |
|---|---|
| Humanloop wins | 56 |
| HumanFirst wins | 58 |
| Abstains (no tool) | 237 |
| Other tool chosen | 4177 |
| Decisive cases | 114 |
| Humanloop win rate (unweighted) | 49.1% |
| 95% CI | 40.1% - 58.2% |
| Humanloop win rate (weighted) | 49.1% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Humanloop | HumanFirst | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 4 | 0 | 26 | 206 | 100% |
| DeepSeek Pro 4–4 0813 | Frontier | 0 | 0 | 2 | 106 | n/a |
| DeepSeek R1 | Frontier | 6 | 0 | 12 | 222 | 100% |
| Devstral | Mid | 24 | 58 | 19 | 100 | 29% |
| Gemini Flash 2.5–3.8 | Small | 14 | 0 | 12 | 209 | 100% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 1 | 0 | 17 | 220 | 100% |
| GLM 5 Turbo–5.3 | Frontier | 0 | 0 | 19 | 221 | n/a |
| GPT 5.4–6 Astra | Frontier | 0 | 0 | 5 | 235 | n/a |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 0 | 0 | 2 | 238 | n/a |
| GPT Mini 5.4 Mini–6 Luna | Mid | 0 | 0 | 9 | 228 | n/a |
| Haiku | Small | 4 | 0 | 4 | 223 | 100% |
| Kimi 2.5–3 | Frontier | 0 | 0 | 5 | 221 | n/a |
| Llama Maverick | Frontier | 0 | 0 | 18 | 213 | n/a |
| Llama Scout | Small | 0 | 0 | 29 | 185 | n/a |
| MiMo Pro 2–2.6 | Frontier | 3 | 0 | 17 | 219 | 100% |
| MiniMax M 2.7–3 | Frontier | 0 | 0 | 12 | 224 | n/a |
| Mistral Small | Mid | 0 | 0 | 5 | 221 | n/a |
| Opus 4.6–5.5 | Frontier | 0 | 0 | 9 | 230 | n/a |
| Qwen Coder | Mid | 0 | 0 | 4 | 227 | n/a |
| Sonnet 4.6–5.5 | Frontier | 0 | 0 | 11 | 229 | n/a |
| Prompt | Tier | Humanloop | HumanFirst | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Beginner | 12 | 20 | 13 | 539 | 38% |
| ai-revenue-ops-copilot | Intermediate | 17 | 1 | 5 | 557 | 94% |
| ai-support-agent-platform | Beginner | 3 | 13 | 80 | 488 | 19% |
| ai-revenue-ops-copilot | Advanced | 8 | 7 | 3 | 556 | 53% |
| ai-support-agent-platform | Intermediate | 10 | 4 | 6 | 560 | 71% |
| ai-support-agent-platform | Advanced | 4 | 6 | 5 | 572 | 40% |
| ai-engineering-workflow | Intermediate | 1 | 5 | 1 | 166 | 17% |
| ai-engineering-workflow | Advanced | 0 | 2 | 1 | 165 | 0% |
| ai-agent-application | Intermediate | 1 | 0 | 1 | 173 | 100% |
| ai-agent-application | Advanced | 0 | 0 | 0 | 173 | n/a |
| ai-agent-application | Beginner | 0 | 0 | 40 | 138 | n/a |
| ai-engineering-workflow | Beginner | 0 | 0 | 82 | 90 | n/a |
