Leading: LangChain (78.9%)
| Metric | Value |
|---|---|
| LangGraph wins | 199 |
| LangChain wins | 745 |
| Abstains (no tool) | 19 |
| Other tool chosen | 1638 |
| Decisive cases | 944 |
| LangGraph win rate (unweighted) | 21.1% |
| 95% CI | 18.6% - 23.8% |
| LangGraph win rate (weighted) | 21.1% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | LangGraph | LangChain | None | Other | A rate |
|---|---|---|---|---|---|---|
| Llama 4 Maverick | Frontier | 0 | 119 | 3 | 14 | 0% |
| GLM 5 Turbo | Frontier | 58 | 34 | 2 | 37 | 63% |
| Gemini 2.5 Pro | Frontier | 0 | 92 | 2 | 47 | 0% |
| Kimi K2.5 | Frontier | 60 | 27 | 1 | 30 | 69% |
| Llama 4 Scout | Small | 0 | 84 | 2 | 50 | 0% |
| Claude Sonnet 4.6 | Frontier | 34 | 46 | 0 | 61 | 43% |
| Claude Opus 4.6 | Frontier | 4 | 65 | 0 | 63 | 6% |
| Mistral Small 4 | Mid | 28 | 38 | 2 | 41 | 42% |
| Qwen3 Coder Next | Mid | 2 | 64 | 1 | 71 | 3% |
| Devstral 2 2512 | Mid | 0 | 58 | 2 | 77 | 0% |
| Gemini 2.5 Flash | Small | 0 | 44 | 0 | 88 | 0% |
| DeepSeek V3.2 | Mid | 0 | 40 | 0 | 91 | 0% |
| MiMo V2 Pro | Frontier | 0 | 13 | 0 | 117 | 0% |
| DeepSeek R1 0528 | Frontier | 0 | 8 | 2 | 128 | 0% |
| Gemini 3.5 Flash | Small | 5 | 1 | 0 | 2 | 83% |
| GLM 5.2 | Frontier | 2 | 1 | 0 | 6 | 67% |
| Kimi K2.7 Code | Frontier | 2 | 1 | 0 | 6 | 67% |
| MiMo V2.5 Pro | Frontier | 1 | 2 | 0 | 6 | 33% |
| MiniMax M2.7 | Frontier | 1 | 2 | 0 | 117 | 33% |
| Claude Haiku 4.5 | Small | 0 | 3 | 0 | 137 | 0% |
| GPT 5.4 | Frontier | 1 | 0 | 0 | 131 | 100% |
| MiniMax M3 | Frontier | 1 | 0 | 0 | 8 | 100% |
| Claude Opus 4.8 | Frontier | 0 | 1 | 0 | 7 | 0% |
| DeepSeek V4 Flash | Mid | 0 | 1 | 0 | 8 | 0% |
| DeepSeek V4 Pro | Frontier | 0 | 1 | 1 | 7 | 0% |
| GPT 5.3 Codex | Frontier | 0 | 0 | 0 | 141 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 1 | 140 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 0 | 7 | n/a |
| Prompt | Tier | LangGraph | LangChain | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Intermediate | 75 | 183 | 1 | 173 | 29% |
| ai-revenue-ops-copilot | Advanced | 47 | 176 | 3 | 196 | 21% |
| ai-support-agent-platform | Advanced | 34 | 146 | 1 | 250 | 19% |
| ai-support-agent-platform | Intermediate | 32 | 145 | 0 | 257 | 18% |
| ai-revenue-ops-copilot | Beginner | 5 | 54 | 0 | 348 | 8% |
| ai-support-agent-platform | Beginner | 5 | 38 | 1 | 374 | 12% |
| ai-agent-application | Advanced | 1 | 2 | 3 | 14 | 33% |
| ai-agent-application | Beginner | 0 | 1 | 5 | 14 | 0% |
| ai-agent-application | Intermediate | 0 | 0 | 5 | 12 | n/a |
