| Metric | Value |
|---|---|
| Weights & Biases wins | 96 |
| Ragas wins | 102 |
| Abstains (no tool) | 90 |
| Other tool chosen | 2156 |
| Decisive cases | 198 |
| Weights & Biases win rate (unweighted) | 48.5% |
| 95% CI | 41.6% - 55.4% |
| Weights & Biases win rate (weighted) | 48.5% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Weights & Biases | Ragas | None | Other | A rate |
|---|---|---|---|---|---|---|
| Gemini 2.5 Flash | Small | 41 | 0 | 1 | 85 | 100% |
| MiMo V2 Pro | Frontier | 10 | 24 | 8 | 90 | 29% |
| Devstral 2 2512 | Mid | 25 | 1 | 4 | 95 | 96% |
| MiniMax M2.7 | Frontier | 0 | 24 | 5 | 100 | 0% |
| Claude Opus 4.6 | Frontier | 0 | 18 | 0 | 114 | 0% |
| Llama 4 Scout | Small | 11 | 3 | 4 | 103 | 79% |
| Mistral Small 4 | Mid | 0 | 9 | 1 | 114 | 0% |
| GPT 5.4 Mini | Mid | 1 | 7 | 3 | 121 | 13% |
| DeepSeek R1 0528 | Frontier | 7 | 0 | 7 | 118 | 100% |
| Claude Sonnet 4.6 | Frontier | 0 | 6 | 0 | 126 | 0% |
| GLM 5 Turbo | Frontier | 0 | 6 | 19 | 107 | 0% |
| DeepSeek V3.2 | Mid | 0 | 2 | 22 | 104 | 0% |
| Gemini 2.5 Pro | Frontier | 1 | 0 | 9 | 122 | 100% |
| GPT 5.4 | Frontier | 0 | 1 | 0 | 131 | 0% |
| Kimi K2.5 | Frontier | 0 | 1 | 3 | 115 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 1 | 124 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 0 | 132 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 0 | 127 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 3 | 128 | n/a |
| Prompt | Tier | Weights & Biases | Ragas | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-support-agent-platform | Advanced | 19 | 36 | 5 | 350 | 35% |
| ai-support-agent-platform | Beginner | 12 | 34 | 64 | 301 | 26% |
| ai-revenue-ops-copilot | Advanced | 31 | 9 | 2 | 358 | 78% |
| ai-revenue-ops-copilot | Beginner | 14 | 13 | 10 | 373 | 52% |
| ai-support-agent-platform | Intermediate | 10 | 8 | 5 | 386 | 56% |
| ai-revenue-ops-copilot | Intermediate | 10 | 2 | 4 | 388 | 83% |
