| Metric | Value |
|---|---|
| HumanFirst wins | 58 |
| LangChain wins | 84 |
| Abstains (no tool) | 237 |
| Other tool chosen | 4149 |
| Decisive cases | 142 |
| HumanFirst win rate (unweighted) | 40.8% |
| 95% CI | 33.1% - 49.1% |
| HumanFirst win rate (weighted) | 40.8% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | HumanFirst | LangChain | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 0 | 7 | 26 | 203 | 0% |
| DeepSeek Pro 4–4 0813 | Frontier | 0 | 0 | 2 | 106 | n/a |
| DeepSeek R1 | Frontier | 0 | 0 | 12 | 228 | n/a |
| Devstral | Mid | 58 | 0 | 19 | 124 | 100% |
| Gemini Flash 2.5–3.8 | Small | 0 | 30 | 12 | 193 | 0% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 0 | 0 | 17 | 221 | n/a |
| 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 | 0 | 0 | 4 | 227 | n/a |
| Kimi 2.5–3 | Frontier | 0 | 0 | 5 | 221 | n/a |
| Llama Maverick | Frontier | 0 | 12 | 18 | 201 | 0% |
| Llama Scout | Small | 0 | 10 | 29 | 175 | 0% |
| MiMo Pro 2–2.6 | Frontier | 0 | 0 | 17 | 222 | n/a |
| MiniMax M 2.7–3 | Frontier | 0 | 0 | 12 | 224 | n/a |
| Mistral Small | Mid | 0 | 2 | 5 | 219 | 0% |
| Opus 4.6–5.5 | Frontier | 0 | 0 | 9 | 230 | n/a |
| Qwen Coder | Mid | 0 | 23 | 4 | 204 | 0% |
| Sonnet 4.6–5.5 | Frontier | 0 | 0 | 11 | 229 | n/a |
| Prompt | Tier | HumanFirst | LangChain | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Beginner | 20 | 20 | 13 | 531 | 50% |
| ai-revenue-ops-copilot | Intermediate | 1 | 26 | 5 | 548 | 4% |
| ai-support-agent-platform | Beginner | 13 | 12 | 80 | 479 | 52% |
| ai-revenue-ops-copilot | Advanced | 7 | 13 | 3 | 551 | 35% |
| ai-support-agent-platform | Advanced | 6 | 6 | 5 | 570 | 50% |
| ai-support-agent-platform | Intermediate | 4 | 2 | 6 | 568 | 67% |
| ai-engineering-workflow | Intermediate | 5 | 0 | 1 | 167 | 100% |
| ai-agent-application | Advanced | 0 | 3 | 0 | 170 | 0% |
| ai-engineering-workflow | Advanced | 2 | 0 | 1 | 165 | 100% |
| ai-agent-application | Intermediate | 0 | 1 | 1 | 173 | 0% |
| ai-engineering-workflow | Beginner | 0 | 1 | 82 | 89 | 0% |
| ai-agent-application | Beginner | 0 | 0 | 40 | 138 | n/a |
