Leading: Arize AI (54.5%)
| Metric | Value |
|---|---|
| Weights & Biases wins | 112 |
| Arize AI wins | 134 |
| Abstains (no tool) | 194 |
| Other tool chosen | 3497 |
| Decisive cases | 246 |
| Weights & Biases win rate (unweighted) | 45.5% |
| 95% CI | 39.4% - 51.8% |
| Weights & Biases win rate (weighted) | 45.5% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Weights & Biases | Arize AI | None | Other | A rate |
|---|---|---|---|---|---|---|
| Llama 4 Scout | Small | 20 | 53 | 23 | 93 | 27% |
| Gemini 2.5 Flash | Small | 39 | 26 | 1 | 55 | 60% |
| Devstral 2 2512 | Mid | 33 | 11 | 14 | 114 | 75% |
| Gemini 2.5 Pro | Frontier | 1 | 20 | 9 | 178 | 5% |
| Llama 4 Maverick | Frontier | 0 | 13 | 14 | 168 | 0% |
| DeepSeek R1 0528 | Frontier | 9 | 3 | 10 | 188 | 75% |
| MiMo V2 Pro | Frontier | 9 | 0 | 8 | 109 | 100% |
| Mistral Small 4 | Mid | 0 | 3 | 3 | 190 | 0% |
| GPT 5.4 Mini | Mid | 1 | 0 | 8 | 198 | 100% |
| Claude Haiku 4.5 | Small | 0 | 1 | 4 | 195 | 0% |
| DeepSeek V4 Flash | Mid | 0 | 1 | 4 | 78 | 0% |
| Kimi K2.7 Code | Frontier | 0 | 1 | 1 | 81 | 0% |
| MiniMax M2.7 | Frontier | 0 | 1 | 5 | 117 | 0% |
| Qwen3 Coder Next | Mid | 0 | 1 | 4 | 198 | 0% |
| Claude Opus 4.6 | Frontier | 0 | 0 | 0 | 126 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 7 | 76 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 7 | 203 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 22 | 101 | n/a |
| DeepSeek V4 Pro | Frontier | 0 | 0 | 2 | 82 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 8 | 76 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 19 | 107 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 0 | 84 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 0 | 210 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 0 | 126 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 3 | 81 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 3 | 111 | n/a |
| MiMo V2.5 Pro | Frontier | 0 | 0 | 9 | 74 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 6 | 78 | n/a |
| Prompt | Tier | Weights & Biases | Arize AI | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Advanced | 33 | 25 | 2 | 456 | 57% |
| ai-support-agent-platform | Advanced | 18 | 19 | 5 | 485 | 49% |
| ai-support-agent-platform | Beginner | 12 | 23 | 75 | 418 | 34% |
| ai-support-agent-platform | Intermediate | 13 | 20 | 5 | 484 | 39% |
| ai-revenue-ops-copilot | Beginner | 13 | 19 | 11 | 482 | 41% |
| ai-revenue-ops-copilot | Intermediate | 15 | 15 | 4 | 489 | 50% |
| ai-engineering-workflow | Advanced | 5 | 4 | 1 | 120 | 56% |
| ai-engineering-workflow | Intermediate | 3 | 2 | 1 | 125 | 60% |
| ai-agent-application | Advanced | 0 | 5 | 0 | 126 | 0% |
| ai-agent-application | Intermediate | 0 | 2 | 1 | 129 | 0% |
| ai-agent-application | Beginner | 0 | 0 | 28 | 110 | n/a |
| ai-engineering-workflow | Beginner | 0 | 0 | 61 | 73 | n/a |
