| Metric | Value |
|---|---|
| HumanFirst wins | 56 |
| LangChain wins | 75 |
| Abstains (no tool) | 194 |
| Other tool chosen | 3612 |
| Decisive cases | 131 |
| HumanFirst win rate (unweighted) | 42.7% |
| 95% CI | 34.6% - 51.3% |
| HumanFirst win rate (weighted) | 42.7% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | HumanFirst | LangChain | None | Other | A rate |
|---|---|---|---|---|---|---|
| Devstral 2 2512 | Mid | 56 | 0 | 14 | 102 | 100% |
| Gemini 2.5 Flash | Small | 0 | 28 | 1 | 92 | 0% |
| Qwen3 Coder Next | Mid | 0 | 22 | 4 | 177 | 0% |
| Llama 4 Maverick | Frontier | 0 | 12 | 14 | 169 | 0% |
| DeepSeek V3.2 | Mid | 0 | 7 | 22 | 94 | 0% |
| Llama 4 Scout | Small | 0 | 6 | 23 | 160 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 4 | 196 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 0 | 126 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 7 | 76 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 7 | 203 | n/a |
| DeepSeek R1 0528 | Frontier | 0 | 0 | 10 | 200 | n/a |
| DeepSeek V4 Flash | Mid | 0 | 0 | 4 | 79 | n/a |
| DeepSeek V4 Pro | Frontier | 0 | 0 | 2 | 82 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 9 | 199 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 8 | 76 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 19 | 107 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 0 | 84 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 0 | 210 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 0 | 126 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 8 | 199 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 3 | 81 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 3 | 111 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 1 | 82 | n/a |
| MiMo V2 Pro | Frontier | 0 | 0 | 8 | 118 | n/a |
| MiMo V2.5 Pro | Frontier | 0 | 0 | 9 | 74 | n/a |
| MiniMax M2.7 | Frontier | 0 | 0 | 5 | 118 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 6 | 78 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 3 | 193 | n/a |
| Prompt | Tier | HumanFirst | LangChain | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Beginner | 19 | 19 | 11 | 476 | 50% |
| ai-revenue-ops-copilot | Intermediate | 1 | 25 | 4 | 493 | 4% |
| ai-support-agent-platform | Beginner | 12 | 11 | 75 | 430 | 52% |
| ai-revenue-ops-copilot | Advanced | 7 | 12 | 2 | 495 | 37% |
| ai-support-agent-platform | Advanced | 6 | 5 | 5 | 511 | 55% |
| ai-support-agent-platform | Intermediate | 4 | 2 | 5 | 511 | 67% |
| ai-engineering-workflow | Intermediate | 5 | 0 | 1 | 125 | 100% |
| ai-engineering-workflow | Advanced | 2 | 0 | 1 | 127 | 100% |
| ai-engineering-workflow | Beginner | 0 | 1 | 61 | 72 | 0% |
| ai-agent-application | Advanced | 0 | 0 | 0 | 131 | n/a |
| ai-agent-application | Beginner | 0 | 0 | 28 | 110 | n/a |
| ai-agent-application | Intermediate | 0 | 0 | 1 | 131 | n/a |
