| Metric | Value |
|---|---|
| Ragas wins | 182 |
| LangSmith wins | 1200 |
| Abstains (no tool) | 183 |
| Other tool chosen | 2257 |
| Decisive cases | 1382 |
| Ragas win rate (unweighted) | 13.2% |
| 95% CI | 11.5% - 15.1% |
| Ragas win rate (weighted) | 13.2% |
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 | 169 | 9 | 26 | 0% |
| Gemini 2.5 Pro | Frontier | 2 | 152 | 11 | 37 | 1% |
| GPT 5.4 Mini | Mid | 15 | 131 | 8 | 47 | 10% |
| Mistral Small 4 | Mid | 15 | 129 | 3 | 42 | 10% |
| Qwen3 Coder Next | Mid | 0 | 135 | 4 | 59 | 0% |
| Claude Sonnet 4.6 | Frontier | 12 | 76 | 6 | 110 | 14% |
| MiMo V2 Pro | Frontier | 24 | 62 | 8 | 38 | 28% |
| MiniMax M2.7 | Frontier | 24 | 62 | 5 | 38 | 28% |
| DeepSeek V3.2 | Mid | 2 | 80 | 22 | 24 | 2% |
| Llama 4 Maverick | Frontier | 0 | 38 | 12 | 139 | 0% |
| Claude Opus 4.8 | Frontier | 8 | 27 | 6 | 30 | 23% |
| DeepSeek V4 Flash | Mid | 6 | 25 | 4 | 36 | 19% |
| MiMo V2.5 Pro | Frontier | 8 | 16 | 8 | 39 | 33% |
| DeepSeek V4 Pro | Frontier | 7 | 17 | 2 | 46 | 29% |
| GLM 5 Turbo | Frontier | 6 | 18 | 19 | 89 | 25% |
| Claude Opus 4.6 | Frontier | 18 | 1 | 0 | 113 | 95% |
| Claude Haiku 4.5 | Small | 1 | 18 | 3 | 172 | 5% |
| GPT 5.4 | Frontier | 1 | 18 | 0 | 113 | 5% |
| GLM 5.2 | Frontier | 13 | 1 | 0 | 58 | 93% |
| Devstral 2 2512 | Mid | 4 | 9 | 14 | 150 | 31% |
| GPT 5.3 Codex | Frontier | 0 | 10 | 0 | 194 | 0% |
| MiniMax M3 | Frontier | 4 | 2 | 5 | 61 | 67% |
| Kimi K2.7 Code | Frontier | 5 | 0 | 1 | 65 | 100% |
| Llama 4 Scout | Small | 4 | 0 | 20 | 161 | 100% |
| GPT 5.5 | Frontier | 2 | 1 | 2 | 67 | 67% |
| Gemini 2.5 Flash | Small | 0 | 3 | 1 | 123 | 0% |
| Kimi K2.5 | Frontier | 1 | 0 | 3 | 115 | 100% |
| Gemini 3.5 Flash | Small | 0 | 0 | 7 | 65 | n/a |
| Prompt | Tier | Ragas | LangSmith | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-support-agent-platform | Intermediate | 9 | 253 | 6 | 254 | 3% |
| ai-revenue-ops-copilot | Intermediate | 2 | 225 | 4 | 291 | 1% |
| ai-support-agent-platform | Advanced | 38 | 173 | 5 | 311 | 18% |
| ai-revenue-ops-copilot | Beginner | 17 | 152 | 11 | 346 | 10% |
| ai-revenue-ops-copilot | Advanced | 10 | 152 | 3 | 349 | 6% |
| ai-support-agent-platform | Beginner | 38 | 114 | 73 | 302 | 25% |
| ai-agent-application | Beginner | 27 | 33 | 25 | 34 | 45% |
| ai-agent-application | Intermediate | 24 | 29 | 1 | 59 | 45% |
| ai-agent-application | Advanced | 16 | 25 | 0 | 71 | 39% |
| ai-engineering-workflow | Intermediate | 1 | 16 | 1 | 94 | 6% |
| ai-engineering-workflow | Advanced | 0 | 14 | 1 | 97 | 0% |
| ai-engineering-workflow | Beginner | 0 | 14 | 53 | 49 | 0% |
