Leading: LangChain (77.5%)
| Metric | Value |
|---|---|
| LangGraph wins | 265 |
| LangChain wins | 912 |
| Abstains (no tool) | 103 |
| Other tool chosen | 2238 |
| Decisive cases | 1177 |
| LangGraph win rate (unweighted) | 22.5% |
| 95% CI | 20.2% - 25.0% |
| LangGraph win rate (weighted) | 22.5% |
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 | 148 | 21 | 15 | 0% |
| Llama 4 Scout | Small | 0 | 115 | 7 | 57 | 0% |
| Gemini 2.5 Pro | Frontier | 0 | 113 | 1 | 74 | 0% |
| Claude Sonnet 4.6 | Frontier | 47 | 54 | 0 | 88 | 47% |
| Mistral Small 4 | Mid | 34 | 56 | 14 | 48 | 38% |
| Qwen3 Coder Next | Mid | 3 | 87 | 1 | 95 | 3% |
| GLM 5 Turbo | Frontier | 54 | 33 | 2 | 36 | 62% |
| Kimi K2.5 | Frontier | 57 | 27 | 1 | 28 | 68% |
| Claude Opus 4.6 | Frontier | 4 | 62 | 0 | 60 | 6% |
| Devstral 2 2512 | Mid | 1 | 65 | 12 | 84 | 2% |
| Gemini 2.5 Flash | Small | 0 | 42 | 0 | 84 | 0% |
| Gemini 3.5 Flash | Small | 27 | 12 | 1 | 21 | 69% |
| DeepSeek V3.2 | Mid | 0 | 38 | 0 | 87 | 0% |
| Kimi K2.7 Code | Frontier | 19 | 1 | 2 | 39 | 95% |
| GLM 5.2 | Frontier | 11 | 5 | 1 | 46 | 69% |
| MiMo V2.5 Pro | Frontier | 3 | 12 | 4 | 43 | 20% |
| MiMo V2 Pro | Frontier | 0 | 13 | 0 | 111 | 0% |
| DeepSeek R1 0528 | Frontier | 0 | 10 | 18 | 158 | 0% |
| DeepSeek V4 Flash | Mid | 0 | 6 | 8 | 45 | 0% |
| MiniMax M3 | Frontier | 2 | 3 | 0 | 57 | 40% |
| Claude Haiku 4.5 | Small | 0 | 4 | 0 | 184 | 0% |
| MiniMax M2.7 | Frontier | 1 | 2 | 0 | 111 | 33% |
| DeepSeek V4 Pro | Frontier | 0 | 3 | 9 | 51 | 0% |
| Claude Opus 4.8 | Frontier | 1 | 1 | 0 | 60 | 50% |
| GPT 5.4 | Frontier | 1 | 0 | 0 | 125 | 100% |
| GPT 5.3 Codex | Frontier | 0 | 0 | 0 | 188 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 1 | 186 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 0 | 57 | n/a |
| Prompt | Tier | LangGraph | LangChain | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Intermediate | 99 | 201 | 1 | 228 | 33% |
| ai-revenue-ops-copilot | Advanced | 63 | 208 | 3 | 240 | 23% |
| ai-support-agent-platform | Intermediate | 43 | 178 | 0 | 310 | 19% |
| ai-support-agent-platform | Advanced | 43 | 173 | 1 | 312 | 20% |
| ai-revenue-ops-copilot | Beginner | 6 | 74 | 0 | 422 | 8% |
| ai-support-agent-platform | Beginner | 5 | 52 | 1 | 450 | 9% |
| ai-agent-application | Advanced | 6 | 9 | 22 | 98 | 40% |
| ai-agent-application | Beginner | 0 | 11 | 39 | 88 | 0% |
| ai-agent-application | Intermediate | 0 | 6 | 36 | 90 | 0% |
