| Metric | Value |
|---|---|
| LangChain wins | 912 |
| OpenAI wins | 1571 |
| Abstains (no tool) | 103 |
| Other tool chosen | 932 |
| Decisive cases | 2483 |
| LangChain win rate (unweighted) | 36.7% |
| 95% CI | 34.9% - 38.6% |
| LangChain win rate (weighted) | 36.7% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | LangChain | OpenAI | None | Other | A rate |
|---|---|---|---|---|---|---|
| Gemini 2.5 Pro | Frontier | 113 | 72 | 1 | 2 | 61% |
| GPT 5.3 Codex | Frontier | 0 | 183 | 0 | 5 | 0% |
| GPT 5.4 Mini | Mid | 0 | 175 | 1 | 11 | 0% |
| Qwen3 Coder Next | Mid | 87 | 84 | 1 | 14 | 51% |
| DeepSeek R1 0528 | Frontier | 10 | 157 | 18 | 1 | 6% |
| Llama 4 Maverick | Frontier | 148 | 0 | 21 | 15 | 100% |
| Claude Sonnet 4.6 | Frontier | 54 | 72 | 0 | 63 | 43% |
| Claude Opus 4.6 | Frontier | 62 | 60 | 0 | 4 | 51% |
| MiMo V2 Pro | Frontier | 13 | 109 | 0 | 2 | 11% |
| GPT 5.4 | Frontier | 0 | 117 | 0 | 9 | 0% |
| Llama 4 Scout | Small | 115 | 0 | 7 | 57 | 100% |
| Gemini 2.5 Flash | Small | 42 | 55 | 0 | 29 | 43% |
| DeepSeek V3.2 | Mid | 38 | 58 | 0 | 29 | 40% |
| Devstral 2 2512 | Mid | 65 | 11 | 12 | 74 | 86% |
| Mistral Small 4 | Mid | 56 | 11 | 14 | 71 | 84% |
| Claude Opus 4.8 | Frontier | 1 | 59 | 0 | 2 | 2% |
| Kimi K2.5 | Frontier | 27 | 26 | 1 | 59 | 51% |
| DeepSeek V4 Pro | Frontier | 3 | 49 | 9 | 2 | 6% |
| GPT 5.5 | Frontier | 0 | 49 | 0 | 8 | 0% |
| GLM 5.2 | Frontier | 5 | 41 | 1 | 16 | 11% |
| MiMo V2.5 Pro | Frontier | 12 | 33 | 4 | 13 | 27% |
| GLM 5 Turbo | Frontier | 33 | 7 | 2 | 83 | 83% |
| DeepSeek V4 Flash | Mid | 6 | 34 | 8 | 11 | 15% |
| MiniMax M3 | Frontier | 3 | 29 | 0 | 30 | 9% |
| Gemini 3.5 Flash | Small | 12 | 17 | 1 | 31 | 41% |
| MiniMax M2.7 | Frontier | 2 | 24 | 0 | 88 | 8% |
| Kimi K2.7 Code | Frontier | 1 | 22 | 2 | 36 | 4% |
| Claude Haiku 4.5 | Small | 4 | 17 | 0 | 167 | 19% |
| Prompt | Tier | LangChain | OpenAI | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-support-agent-platform | Advanced | 173 | 233 | 1 | 122 | 43% |
| ai-support-agent-platform | Intermediate | 178 | 224 | 0 | 129 | 44% |
| ai-revenue-ops-copilot | Beginner | 74 | 301 | 0 | 127 | 20% |
| ai-revenue-ops-copilot | Intermediate | 201 | 170 | 1 | 157 | 54% |
| ai-revenue-ops-copilot | Advanced | 208 | 160 | 3 | 143 | 57% |
| ai-support-agent-platform | Beginner | 52 | 274 | 1 | 181 | 16% |
| ai-agent-application | Advanced | 9 | 75 | 22 | 29 | 11% |
| ai-agent-application | Beginner | 11 | 71 | 39 | 17 | 13% |
| ai-agent-application | Intermediate | 6 | 63 | 36 | 27 | 9% |
