| Metric | Value |
|---|---|
| MLflow wins | 14 |
| Vellum wins | 19 |
| Abstains (no tool) | 90 |
| Other tool chosen | 2321 |
| Decisive cases | 33 |
| MLflow win rate (unweighted) | 42.4% |
| 95% CI | 27.2% - 59.2% |
| MLflow win rate (weighted) | 42.4% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | MLflow | Vellum | None | Other | A rate |
|---|---|---|---|---|---|---|
| Devstral 2 2512 | Mid | 0 | 18 | 4 | 103 | 0% |
| Llama 4 Scout | Small | 14 | 0 | 4 | 103 | 100% |
| MiMo V2 Pro | Frontier | 0 | 1 | 8 | 123 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 1 | 124 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 0 | 132 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 0 | 132 | n/a |
| DeepSeek R1 0528 | Frontier | 0 | 0 | 7 | 125 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 22 | 106 | n/a |
| Gemini 2.5 Flash | Small | 0 | 0 | 1 | 126 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 9 | 123 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 19 | 113 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 0 | 132 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 0 | 132 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 3 | 129 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 3 | 116 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 0 | 127 | n/a |
| MiniMax M2.7 | Frontier | 0 | 0 | 5 | 124 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 1 | 123 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 3 | 128 | n/a |
| Prompt | Tier | MLflow | Vellum | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-support-agent-platform | Intermediate | 3 | 11 | 5 | 390 | 21% |
| ai-revenue-ops-copilot | Beginner | 4 | 2 | 10 | 394 | 67% |
| ai-revenue-ops-copilot | Intermediate | 2 | 2 | 4 | 396 | 50% |
| ai-support-agent-platform | Beginner | 0 | 4 | 64 | 343 | 0% |
| ai-support-agent-platform | Advanced | 3 | 0 | 5 | 402 | 100% |
| ai-revenue-ops-copilot | Advanced | 2 | 0 | 2 | 396 | 100% |
