Leading: Arize AI (53.8%)
| Metric | Value |
|---|---|
| Weights & Biases wins | 115 |
| Arize AI wins | 134 |
| Abstains (no tool) | 183 |
| Other tool chosen | 3390 |
| Decisive cases | 249 |
| Weights & Biases win rate (unweighted) | 46.2% |
| 95% CI | 40.1% - 52.4% |
| Weights & Biases win rate (weighted) | 46.2% |
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 | 18 | 53 | 20 | 94 | 25% |
| Gemini 2.5 Flash | Small | 41 | 27 | 1 | 58 | 60% |
| Devstral 2 2512 | Mid | 34 | 11 | 14 | 118 | 76% |
| Gemini 2.5 Pro | Frontier | 1 | 18 | 11 | 172 | 5% |
| Llama 4 Maverick | Frontier | 0 | 14 | 12 | 163 | 0% |
| DeepSeek R1 0528 | Frontier | 10 | 3 | 9 | 182 | 77% |
| MiMo V2 Pro | Frontier | 10 | 0 | 8 | 114 | 100% |
| Mistral Small 4 | Mid | 0 | 3 | 3 | 183 | 0% |
| GPT 5.4 Mini | Mid | 1 | 0 | 8 | 192 | 100% |
| Claude Haiku 4.5 | Small | 0 | 1 | 3 | 190 | 0% |
| DeepSeek V4 Flash | Mid | 0 | 1 | 4 | 66 | 0% |
| Kimi K2.7 Code | Frontier | 0 | 1 | 1 | 69 | 0% |
| MiniMax M2.7 | Frontier | 0 | 1 | 5 | 123 | 0% |
| Qwen3 Coder Next | Mid | 0 | 1 | 4 | 193 | 0% |
| Claude Opus 4.6 | Frontier | 0 | 0 | 0 | 132 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 6 | 65 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 6 | 198 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 22 | 106 | n/a |
| DeepSeek V4 Pro | Frontier | 0 | 0 | 2 | 70 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 7 | 65 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 19 | 113 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 0 | 72 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 0 | 204 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 0 | 132 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 2 | 70 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 3 | 116 | n/a |
| MiMo V2.5 Pro | Frontier | 0 | 0 | 8 | 63 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 5 | 67 | n/a |
| Prompt | Tier | Weights & Biases | Arize AI | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Advanced | 35 | 26 | 3 | 450 | 57% |
| ai-support-agent-platform | Advanced | 19 | 19 | 5 | 484 | 50% |
| ai-support-agent-platform | Beginner | 12 | 23 | 73 | 419 | 34% |
| ai-revenue-ops-copilot | Beginner | 14 | 19 | 11 | 482 | 42% |
| ai-support-agent-platform | Intermediate | 13 | 20 | 6 | 483 | 39% |
| ai-revenue-ops-copilot | Intermediate | 15 | 16 | 4 | 487 | 48% |
| ai-engineering-workflow | Advanced | 5 | 4 | 1 | 102 | 56% |
| ai-engineering-workflow | Intermediate | 2 | 2 | 1 | 107 | 50% |
| ai-agent-application | Advanced | 0 | 3 | 0 | 109 | 0% |
| ai-agent-application | Intermediate | 0 | 2 | 1 | 110 | 0% |
| ai-agent-application | Beginner | 0 | 0 | 25 | 94 | n/a |
| ai-engineering-workflow | Beginner | 0 | 0 | 53 | 63 | n/a |
