| Metric | Value |
|---|---|
| LangChain wins | 972 |
| OpenAI wins | 1796 |
| Abstains (no tool) | 128 |
| Other tool chosen | 1092 |
| Decisive cases | 2768 |
| LangChain win rate (unweighted) | 35.1% |
| 95% CI | 33.4% - 36.9% |
| LangChain win rate (weighted) | 35.1% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | LangChain | OpenAI | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 46 | 108 | 9 | 45 | 30% |
| DeepSeek Pro 4–4 0813 | Frontier | 3 | 65 | 9 | 4 | 4% |
| DeepSeek R1 | Frontier | 11 | 174 | 23 | 2 | 6% |
| Devstral | Mid | 67 | 19 | 16 | 83 | 78% |
| Gemini Flash 2.5–3.8 | Small | 56 | 86 | 1 | 68 | 39% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 116 | 91 | 2 | 3 | 56% |
| GLM 5 Turbo–5.3 | Frontier | 39 | 61 | 3 | 108 | 39% |
| GPT 5.4–6 Astra | Frontier | 0 | 186 | 0 | 21 | 0% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 0 | 204 | 0 | 8 | 0% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 0 | 191 | 1 | 19 | 0% |
| Haiku | Small | 4 | 18 | 0 | 190 | 18% |
| Kimi 2.5–3 | Frontier | 28 | 67 | 3 | 99 | 29% |
| Llama Maverick | Frontier | 161 | 0 | 27 | 18 | 100% |
| Llama Scout | Small | 129 | 0 | 11 | 63 | 100% |
| MiMo Pro 2–2.6 | Frontier | 25 | 158 | 4 | 23 | 14% |
| MiniMax M 2.7–3 | Frontier | 5 | 63 | 0 | 135 | 7% |
| Mistral Small | Mid | 61 | 12 | 18 | 83 | 84% |
| Opus 4.6–5.5 | Frontier | 66 | 125 | 0 | 21 | 35% |
| Qwen Coder | Mid | 99 | 93 | 1 | 17 | 52% |
| Sonnet 4.6–5.5 | Frontier | 56 | 75 | 0 | 82 | 43% |
| Prompt | Tier | LangChain | OpenAI | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-support-agent-platform | Intermediate | 188 | 259 | 0 | 144 | 42% |
| ai-support-agent-platform | Advanced | 186 | 258 | 1 | 144 | 42% |
| ai-revenue-ops-copilot | Intermediate | 214 | 196 | 1 | 177 | 52% |
| ai-revenue-ops-copilot | Beginner | 75 | 332 | 1 | 148 | 18% |
| ai-revenue-ops-copilot | Advanced | 221 | 185 | 4 | 163 | 54% |
| ai-support-agent-platform | Beginner | 55 | 308 | 1 | 203 | 15% |
| ai-agent-application | Beginner | 13 | 89 | 50 | 26 | 13% |
| ai-agent-application | Advanced | 12 | 90 | 26 | 47 | 12% |
| ai-agent-application | Intermediate | 8 | 79 | 44 | 40 | 9% |
