Leading: LangChain (77.5%)
| Metric | Value |
|---|---|
| LangGraph wins | 262 |
| LangChain wins | 905 |
| Abstains (no tool) | 93 |
| Other tool chosen | 2201 |
| Decisive cases | 1167 |
| LangGraph win rate (unweighted) | 22.5% |
| 95% CI | 20.1% - 24.9% |
| 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 | 147 | 18 | 15 | 0% |
| Gemini 2.5 Pro | Frontier | 0 | 111 | 2 | 72 | 0% |
| Llama 4 Scout | Small | 0 | 110 | 6 | 61 | 0% |
| Claude Sonnet 4.6 | Frontier | 47 | 53 | 0 | 86 | 47% |
| GLM 5 Turbo | Frontier | 58 | 34 | 2 | 37 | 63% |
| Qwen3 Coder Next | Mid | 3 | 87 | 1 | 92 | 3% |
| Kimi K2.5 | Frontier | 60 | 27 | 1 | 30 | 69% |
| Mistral Small 4 | Mid | 34 | 53 | 12 | 50 | 39% |
| Claude Opus 4.6 | Frontier | 4 | 65 | 0 | 63 | 6% |
| Devstral 2 2512 | Mid | 1 | 67 | 12 | 88 | 1% |
| Gemini 2.5 Flash | Small | 0 | 44 | 0 | 88 | 0% |
| DeepSeek V3.2 | Mid | 0 | 40 | 0 | 91 | 0% |
| Gemini 3.5 Flash | Small | 22 | 11 | 1 | 18 | 67% |
| Kimi K2.7 Code | Frontier | 16 | 1 | 1 | 34 | 94% |
| GLM 5.2 | Frontier | 10 | 4 | 1 | 39 | 71% |
| MiMo V2.5 Pro | Frontier | 3 | 10 | 4 | 36 | 23% |
| MiMo V2 Pro | Frontier | 0 | 13 | 0 | 117 | 0% |
| DeepSeek R1 0528 | Frontier | 0 | 11 | 15 | 157 | 0% |
| MiniMax M3 | Frontier | 2 | 3 | 0 | 48 | 40% |
| DeepSeek V4 Flash | Mid | 0 | 5 | 7 | 38 | 0% |
| MiniMax M2.7 | Frontier | 1 | 2 | 0 | 117 | 33% |
| Claude Haiku 4.5 | Small | 0 | 3 | 0 | 182 | 0% |
| DeepSeek V4 Pro | Frontier | 0 | 3 | 9 | 42 | 0% |
| GPT 5.4 | Frontier | 1 | 0 | 0 | 131 | 100% |
| Claude Opus 4.8 | Frontier | 0 | 1 | 0 | 52 | 0% |
| GPT 5.3 Codex | Frontier | 0 | 0 | 0 | 185 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 1 | 183 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 0 | 49 | n/a |
| Prompt | Tier | LangGraph | LangChain | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Intermediate | 98 | 205 | 1 | 225 | 32% |
| ai-revenue-ops-copilot | Advanced | 62 | 208 | 4 | 240 | 23% |
| ai-support-agent-platform | Intermediate | 44 | 174 | 0 | 313 | 20% |
| ai-support-agent-platform | Advanced | 43 | 174 | 1 | 311 | 20% |
| ai-revenue-ops-copilot | Beginner | 5 | 71 | 0 | 424 | 7% |
| ai-support-agent-platform | Beginner | 5 | 50 | 1 | 454 | 9% |
| ai-agent-application | Advanced | 5 | 9 | 18 | 84 | 36% |
| ai-agent-application | Beginner | 0 | 9 | 35 | 75 | 0% |
| ai-agent-application | Intermediate | 0 | 5 | 33 | 75 | 0% |
