Leading: Weights & Biases (51.3%)
| Metric | Value |
|---|---|
| DeepEval wins | 37 |
| Weights & Biases wins | 39 |
| Abstains (no tool) | 36 |
| Other tool chosen | 888 |
| Decisive cases | 76 |
| DeepEval win rate (unweighted) | 48.7% |
| 95% CI | 37.8% - 59.7% |
| DeepEval win rate (weighted) | 48.7% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | DeepEval | Weights & Biases | None | Other | A rate |
|---|---|---|---|---|---|---|
| Llama 4 Maverick | Frontier | 30 | 0 | 0 | 23 | 100% |
| Gemini 2.5 Flash | Small | 0 | 19 | 0 | 33 | 0% |
| Devstral 2 2512 | Mid | 0 | 9 | 1 | 41 | 0% |
| GPT 5.4 | Frontier | 5 | 0 | 0 | 49 | 100% |
| Llama 4 Scout | Small | 0 | 4 | 3 | 42 | 0% |
| DeepSeek R1 0528 | Frontier | 0 | 3 | 2 | 49 | 0% |
| MiMo V2 Pro | Frontier | 0 | 3 | 2 | 49 | 0% |
| Kimi K2.5 | Frontier | 2 | 0 | 0 | 46 | 100% |
| GPT 5.4 Mini | Mid | 0 | 1 | 1 | 52 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 1 | 51 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 0 | 54 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 0 | 54 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 9 | 43 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 6 | 48 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 7 | 47 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 0 | 54 | n/a |
| MiniMax M2.7 | Frontier | 0 | 0 | 1 | 51 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 0 | 51 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 3 | 51 | n/a |
| Prompt | Tier | DeepEval | Weights & Biases | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-support-agent-platform | Advanced | 14 | 6 | 1 | 148 | 70% |
| ai-revenue-ops-copilot | Advanced | 2 | 17 | 1 | 144 | 11% |
| ai-support-agent-platform | Intermediate | 10 | 4 | 4 | 148 | 71% |
| ai-support-agent-platform | Beginner | 9 | 4 | 25 | 131 | 69% |
| ai-revenue-ops-copilot | Beginner | 2 | 6 | 4 | 156 | 25% |
| ai-revenue-ops-copilot | Intermediate | 0 | 2 | 1 | 161 | 0% |
