Leading: Promptfoo (50.2%)
| Metric | Value |
|---|---|
| Weights & Biases wins | 122 |
| Promptfoo wins | 123 |
| Abstains (no tool) | 237 |
| Other tool chosen | 4046 |
| Decisive cases | 245 |
| Weights & Biases win rate (unweighted) | 49.8% |
| 95% CI | 43.6% - 56.0% |
| Weights & Biases win rate (weighted) | 49.8% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Weights & Biases | Promptfoo | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 0 | 5 | 26 | 205 | 0% |
| DeepSeek Pro 4–4 0813 | Frontier | 0 | 4 | 2 | 102 | 0% |
| DeepSeek R1 | Frontier | 10 | 0 | 12 | 218 | 100% |
| Devstral | Mid | 34 | 6 | 19 | 142 | 85% |
| Gemini Flash 2.5–3.8 | Small | 41 | 14 | 12 | 168 | 75% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 1 | 5 | 17 | 215 | 17% |
| GLM 5 Turbo–5.3 | Frontier | 0 | 25 | 19 | 196 | 0% |
| GPT 5.4–6 Astra | Frontier | 0 | 1 | 5 | 234 | 0% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 0 | 1 | 2 | 237 | 0% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 1 | 10 | 9 | 217 | 9% |
| Haiku | Small | 0 | 0 | 4 | 227 | n/a |
| Kimi 2.5–3 | Frontier | 0 | 16 | 5 | 205 | 0% |
| Llama Maverick | Frontier | 0 | 0 | 18 | 213 | n/a |
| Llama Scout | Small | 25 | 0 | 29 | 160 | 100% |
| MiMo Pro 2–2.6 | Frontier | 10 | 16 | 17 | 196 | 38% |
| MiniMax M 2.7–3 | Frontier | 0 | 3 | 12 | 221 | 0% |
| Mistral Small | Mid | 0 | 12 | 5 | 209 | 0% |
| Opus 4.6–5.5 | Frontier | 0 | 5 | 9 | 225 | 0% |
| Qwen Coder | Mid | 0 | 0 | 4 | 227 | n/a |
| Sonnet 4.6–5.5 | Frontier | 0 | 0 | 11 | 229 | n/a |
| Prompt | Tier | Weights & Biases | Promptfoo | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Advanced | 36 | 7 | 3 | 528 | 84% |
| ai-support-agent-platform | Advanced | 22 | 8 | 5 | 552 | 73% |
| ai-engineering-workflow | Advanced | 5 | 25 | 1 | 137 | 17% |
| ai-revenue-ops-copilot | Intermediate | 15 | 11 | 5 | 549 | 58% |
| ai-support-agent-platform | Intermediate | 14 | 12 | 6 | 548 | 54% |
| ai-engineering-workflow | Beginner | 0 | 24 | 82 | 66 | 0% |
| ai-engineering-workflow | Intermediate | 4 | 18 | 1 | 150 | 18% |
| ai-revenue-ops-copilot | Beginner | 14 | 6 | 13 | 551 | 70% |
| ai-support-agent-platform | Beginner | 12 | 5 | 80 | 487 | 71% |
| ai-agent-application | Intermediate | 0 | 3 | 1 | 171 | 0% |
| ai-agent-application | Advanced | 0 | 2 | 0 | 171 | 0% |
| ai-agent-application | Beginner | 0 | 2 | 40 | 136 | 0% |
