| Metric | Value |
|---|---|
| LangChain wins | 745 |
| OpenAI wins | 1109 |
| Abstains (no tool) | 19 |
| Other tool chosen | 728 |
| Decisive cases | 1854 |
| LangChain win rate (unweighted) | 40.2% |
| 95% CI | 38.0% - 42.4% |
| LangChain win rate (weighted) | 40.2% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | LangChain | OpenAI | None | Other | A rate |
|---|---|---|---|---|---|---|
| GPT 5.3 Codex | Frontier | 0 | 140 | 0 | 1 | 0% |
| Gemini 2.5 Pro | Frontier | 92 | 46 | 2 | 1 | 67% |
| DeepSeek R1 0528 | Frontier | 8 | 126 | 2 | 2 | 6% |
| GPT 5.4 Mini | Mid | 0 | 133 | 1 | 7 | 0% |
| Claude Opus 4.6 | Frontier | 65 | 63 | 0 | 4 | 51% |
| Qwen3 Coder Next | Mid | 64 | 64 | 1 | 9 | 50% |
| MiMo V2 Pro | Frontier | 13 | 115 | 0 | 2 | 10% |
| GPT 5.4 | Frontier | 0 | 122 | 0 | 10 | 0% |
| Llama 4 Maverick | Frontier | 119 | 0 | 3 | 14 | 100% |
| Gemini 2.5 Flash | Small | 44 | 57 | 0 | 31 | 44% |
| DeepSeek V3.2 | Mid | 40 | 60 | 0 | 31 | 40% |
| Claude Sonnet 4.6 | Frontier | 46 | 48 | 0 | 47 | 49% |
| Llama 4 Scout | Small | 84 | 0 | 2 | 50 | 100% |
| Devstral 2 2512 | Mid | 58 | 9 | 2 | 68 | 87% |
| Kimi K2.5 | Frontier | 27 | 28 | 1 | 62 | 49% |
| Mistral Small 4 | Mid | 38 | 11 | 2 | 58 | 78% |
| GLM 5 Turbo | Frontier | 34 | 7 | 2 | 88 | 83% |
| MiniMax M2.7 | Frontier | 2 | 24 | 0 | 94 | 8% |
| Claude Haiku 4.5 | Small | 3 | 13 | 0 | 124 | 19% |
| Claude Opus 4.8 | Frontier | 1 | 7 | 0 | 0 | 13% |
| DeepSeek V4 Pro | Frontier | 1 | 7 | 1 | 0 | 13% |
| MiMo V2.5 Pro | Frontier | 2 | 5 | 0 | 2 | 29% |
| GLM 5.2 | Frontier | 1 | 6 | 0 | 2 | 14% |
| DeepSeek V4 Flash | Mid | 1 | 5 | 0 | 3 | 17% |
| GPT 5.5 | Frontier | 0 | 6 | 0 | 1 | 0% |
| Kimi K2.7 Code | Frontier | 1 | 4 | 0 | 4 | 20% |
| Gemini 3.5 Flash | Small | 1 | 1 | 0 | 6 | 50% |
| MiniMax M3 | Frontier | 0 | 2 | 0 | 7 | 0% |
| Prompt | Tier | LangChain | OpenAI | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-support-agent-platform | Advanced | 146 | 183 | 1 | 101 | 44% |
| ai-support-agent-platform | Intermediate | 145 | 182 | 0 | 107 | 44% |
| ai-revenue-ops-copilot | Intermediate | 183 | 127 | 1 | 121 | 59% |
| ai-revenue-ops-copilot | Advanced | 176 | 126 | 3 | 117 | 58% |
| ai-revenue-ops-copilot | Beginner | 54 | 244 | 0 | 109 | 18% |
| ai-support-agent-platform | Beginner | 38 | 217 | 1 | 162 | 15% |
| ai-agent-application | Advanced | 2 | 10 | 3 | 5 | 17% |
| ai-agent-application | Beginner | 1 | 11 | 5 | 3 | 8% |
| ai-agent-application | Intermediate | 0 | 9 | 5 | 3 | 0% |
