| Metric | Value |
|---|---|
| Ragas wins | 191 |
| LangSmith wins | 1224 |
| Abstains (no tool) | 194 |
| Other tool chosen | 2328 |
| Decisive cases | 1415 |
| Ragas win rate (unweighted) | 13.5% |
| 95% CI | 11.8% - 15.4% |
| Ragas win rate (weighted) | 13.5% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Ragas | LangSmith | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek R1 0528 | Frontier | 0 | 174 | 10 | 26 | 0% |
| Gemini 2.5 Pro | Frontier | 3 | 155 | 9 | 41 | 2% |
| GPT 5.4 Mini | Mid | 16 | 134 | 8 | 49 | 11% |
| Mistral Small 4 | Mid | 16 | 131 | 3 | 46 | 11% |
| Qwen3 Coder Next | Mid | 0 | 139 | 4 | 60 | 0% |
| Claude Sonnet 4.6 | Frontier | 13 | 77 | 7 | 113 | 14% |
| MiMo V2 Pro | Frontier | 23 | 59 | 8 | 36 | 28% |
| MiniMax M2.7 | Frontier | 23 | 59 | 5 | 36 | 28% |
| DeepSeek V3.2 | Mid | 2 | 76 | 22 | 23 | 3% |
| Claude Opus 4.8 | Frontier | 9 | 33 | 7 | 34 | 21% |
| Llama 4 Maverick | Frontier | 0 | 38 | 14 | 143 | 0% |
| DeepSeek V4 Flash | Mid | 6 | 28 | 4 | 45 | 18% |
| DeepSeek V4 Pro | Frontier | 7 | 21 | 2 | 54 | 25% |
| MiMo V2.5 Pro | Frontier | 8 | 19 | 9 | 47 | 30% |
| GLM 5 Turbo | Frontier | 6 | 18 | 19 | 83 | 25% |
| Claude Haiku 4.5 | Small | 1 | 18 | 4 | 177 | 5% |
| Claude Opus 4.6 | Frontier | 17 | 1 | 0 | 108 | 94% |
| GPT 5.4 | Frontier | 1 | 17 | 0 | 108 | 6% |
| GLM 5.2 | Frontier | 16 | 1 | 0 | 67 | 94% |
| Devstral 2 2512 | Mid | 4 | 9 | 14 | 145 | 31% |
| GPT 5.3 Codex | Frontier | 0 | 10 | 0 | 200 | 0% |
| Kimi K2.7 Code | Frontier | 7 | 1 | 1 | 74 | 88% |
| MiniMax M3 | Frontier | 5 | 2 | 6 | 71 | 71% |
| Llama 4 Scout | Small | 5 | 0 | 23 | 161 | 100% |
| GPT 5.5 | Frontier | 2 | 1 | 3 | 78 | 67% |
| Gemini 2.5 Flash | Small | 0 | 3 | 1 | 117 | 0% |
| Kimi K2.5 | Frontier | 1 | 0 | 3 | 110 | 100% |
| Gemini 3.5 Flash | Small | 0 | 0 | 8 | 76 | n/a |
| Prompt | Tier | Ragas | LangSmith | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-support-agent-platform | Intermediate | 9 | 255 | 5 | 253 | 3% |
| ai-revenue-ops-copilot | Intermediate | 2 | 222 | 4 | 295 | 1% |
| ai-support-agent-platform | Advanced | 37 | 172 | 5 | 313 | 18% |
| ai-revenue-ops-copilot | Beginner | 16 | 151 | 11 | 347 | 10% |
| ai-revenue-ops-copilot | Advanced | 11 | 154 | 2 | 349 | 7% |
| ai-support-agent-platform | Beginner | 36 | 117 | 75 | 300 | 24% |
| ai-agent-application | Beginner | 31 | 37 | 28 | 42 | 46% |
| ai-agent-application | Intermediate | 29 | 33 | 1 | 69 | 47% |
| ai-agent-application | Advanced | 18 | 30 | 0 | 83 | 38% |
| ai-engineering-workflow | Intermediate | 1 | 18 | 1 | 111 | 5% |
| ai-engineering-workflow | Beginner | 1 | 17 | 61 | 55 | 6% |
| ai-engineering-workflow | Advanced | 0 | 18 | 1 | 111 | 0% |
