Leading: Weights & Biases (53.3%)
| Metric | Value |
|---|---|
| Promptfoo wins | 98 |
| Weights & Biases wins | 112 |
| Abstains (no tool) | 194 |
| Other tool chosen | 3533 |
| Decisive cases | 210 |
| Promptfoo win rate (unweighted) | 46.7% |
| 95% CI | 40.0% - 53.4% |
| Promptfoo win rate (weighted) | 46.7% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Promptfoo | Weights & Biases | None | Other | A rate |
|---|---|---|---|---|---|---|
| Gemini 2.5 Flash | Small | 0 | 39 | 1 | 81 | 0% |
| Devstral 2 2512 | Mid | 0 | 33 | 14 | 125 | 0% |
| Llama 4 Scout | Small | 0 | 20 | 23 | 146 | 0% |
| GLM 5.2 | Frontier | 16 | 0 | 0 | 68 | 100% |
| MiMo V2 Pro | Frontier | 6 | 9 | 8 | 103 | 40% |
| Gemini 3.5 Flash | Small | 13 | 0 | 8 | 63 | 100% |
| Kimi K2.7 Code | Frontier | 13 | 0 | 1 | 69 | 100% |
| Mistral Small 4 | Mid | 10 | 0 | 3 | 183 | 100% |
| GPT 5.4 Mini | Mid | 9 | 1 | 8 | 189 | 90% |
| MiMo V2.5 Pro | Frontier | 9 | 0 | 9 | 65 | 100% |
| DeepSeek R1 0528 | Frontier | 0 | 9 | 10 | 191 | 0% |
| DeepSeek V4 Flash | Mid | 5 | 0 | 4 | 74 | 100% |
| GLM 5 Turbo | Frontier | 5 | 0 | 19 | 102 | 100% |
| DeepSeek V4 Pro | Frontier | 4 | 0 | 2 | 78 | 100% |
| MiniMax M3 | Frontier | 3 | 0 | 6 | 75 | 100% |
| Kimi K2.5 | Frontier | 2 | 0 | 3 | 109 | 100% |
| Claude Opus 4.8 | Frontier | 1 | 0 | 7 | 75 | 100% |
| GPT 5.3 Codex | Frontier | 1 | 0 | 0 | 209 | 100% |
| GPT 5.5 | Frontier | 1 | 0 | 3 | 80 | 100% |
| Gemini 2.5 Pro | Frontier | 0 | 1 | 9 | 198 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 4 | 196 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 0 | 126 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 7 | 203 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 22 | 101 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 0 | 126 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 14 | 181 | n/a |
| MiniMax M2.7 | Frontier | 0 | 0 | 5 | 118 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 4 | 199 | n/a |
| Prompt | Tier | Promptfoo | Weights & Biases | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Advanced | 7 | 33 | 2 | 474 | 18% |
| ai-revenue-ops-copilot | Intermediate | 11 | 15 | 4 | 493 | 42% |
| ai-support-agent-platform | Advanced | 6 | 18 | 5 | 498 | 25% |
| ai-engineering-workflow | Advanced | 17 | 5 | 1 | 107 | 77% |
| ai-engineering-workflow | Beginner | 20 | 0 | 61 | 53 | 100% |
| ai-support-agent-platform | Intermediate | 7 | 13 | 5 | 497 | 35% |
| ai-revenue-ops-copilot | Beginner | 5 | 13 | 11 | 496 | 28% |
| ai-engineering-workflow | Intermediate | 14 | 3 | 1 | 113 | 82% |
| ai-support-agent-platform | Beginner | 5 | 12 | 75 | 436 | 29% |
| ai-agent-application | Intermediate | 3 | 0 | 1 | 128 | 100% |
| ai-agent-application | Beginner | 2 | 0 | 28 | 108 | 100% |
| ai-agent-application | Advanced | 1 | 0 | 0 | 130 | 100% |
