Leading: LangChain (76.5%)
| Metric | Value |
|---|---|
| LangGraph wins | 298 |
| LangChain wins | 972 |
| Abstains (no tool) | 128 |
| Other tool chosen | 2590 |
| Decisive cases | 1270 |
| LangGraph win rate (unweighted) | 23.5% |
| 95% CI | 21.2% - 25.9% |
| LangGraph win rate (weighted) | 23.5% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | LangGraph | LangChain | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 0 | 46 | 9 | 153 | 0% |
| DeepSeek Pro 4–4 0813 | Frontier | 0 | 3 | 9 | 69 | 0% |
| DeepSeek R1 | Frontier | 0 | 11 | 23 | 176 | 0% |
| Devstral | Mid | 1 | 67 | 16 | 101 | 1% |
| Gemini Flash 2.5–3.8 | Small | 29 | 56 | 1 | 125 | 34% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 0 | 116 | 2 | 94 | 0% |
| GLM 5 Turbo–5.3 | Frontier | 71 | 39 | 3 | 98 | 65% |
| GPT 5.4–6 Astra | Frontier | 3 | 0 | 0 | 204 | 100% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 3 | 0 | 0 | 209 | 100% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 3 | 0 | 1 | 207 | 100% |
| Haiku | Small | 0 | 4 | 0 | 208 | 0% |
| Kimi 2.5–3 | Frontier | 79 | 28 | 3 | 87 | 74% |
| Llama Maverick | Frontier | 1 | 161 | 27 | 17 | 1% |
| Llama Scout | Small | 0 | 129 | 11 | 63 | 0% |
| MiMo Pro 2–2.6 | Frontier | 4 | 25 | 4 | 177 | 14% |
| MiniMax M 2.7–3 | Frontier | 6 | 5 | 0 | 192 | 55% |
| Mistral Small | Mid | 42 | 61 | 18 | 53 | 41% |
| Opus 4.6–5.5 | Frontier | 5 | 66 | 0 | 141 | 7% |
| Qwen Coder | Mid | 3 | 99 | 1 | 107 | 3% |
| Sonnet 4.6–5.5 | Frontier | 48 | 56 | 0 | 109 | 46% |
| Prompt | Tier | LangGraph | LangChain | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Intermediate | 110 | 214 | 1 | 263 | 34% |
| ai-revenue-ops-copilot | Advanced | 69 | 221 | 4 | 279 | 24% |
| ai-support-agent-platform | Advanced | 52 | 186 | 1 | 350 | 22% |
| ai-support-agent-platform | Intermediate | 46 | 188 | 0 | 357 | 20% |
| ai-revenue-ops-copilot | Beginner | 8 | 75 | 1 | 472 | 10% |
| ai-support-agent-platform | Beginner | 5 | 55 | 1 | 506 | 8% |
| ai-agent-application | Advanced | 8 | 12 | 26 | 129 | 40% |
| ai-agent-application | Beginner | 0 | 13 | 50 | 115 | 0% |
| ai-agent-application | Intermediate | 0 | 8 | 44 | 119 | 0% |
