| Metric | Value |
|---|---|
| Promptfoo wins | 123 |
| Arize AI wins | 148 |
| Abstains (no tool) | 237 |
| Other tool chosen | 4020 |
| Decisive cases | 271 |
| Promptfoo win rate (unweighted) | 45.4% |
| 95% CI | 39.6% - 51.3% |
| Promptfoo win rate (weighted) | 45.4% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Promptfoo | Arize AI | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 5 | 1 | 26 | 204 | 83% |
| DeepSeek Pro 4–4 0813 | Frontier | 4 | 0 | 2 | 102 | 100% |
| DeepSeek R1 | Frontier | 0 | 4 | 12 | 224 | 0% |
| Devstral | Mid | 6 | 16 | 19 | 160 | 27% |
| Gemini Flash 2.5–3.8 | Small | 14 | 27 | 12 | 182 | 34% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 5 | 20 | 17 | 196 | 20% |
| GLM 5 Turbo–5.3 | Frontier | 25 | 0 | 19 | 196 | 100% |
| GPT 5.4–6 Astra | Frontier | 1 | 0 | 5 | 234 | 100% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 1 | 0 | 2 | 237 | 100% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 10 | 0 | 9 | 218 | 100% |
| Haiku | Small | 0 | 2 | 4 | 225 | 0% |
| Kimi 2.5–3 | Frontier | 16 | 1 | 5 | 204 | 94% |
| Llama Maverick | Frontier | 0 | 15 | 18 | 198 | 0% |
| Llama Scout | Small | 0 | 57 | 29 | 128 | 0% |
| MiMo Pro 2–2.6 | Frontier | 16 | 0 | 17 | 206 | 100% |
| MiniMax M 2.7–3 | Frontier | 3 | 1 | 12 | 220 | 75% |
| Mistral Small | Mid | 12 | 3 | 5 | 206 | 80% |
| Opus 4.6–5.5 | Frontier | 5 | 0 | 9 | 225 | 100% |
| Qwen Coder | Mid | 0 | 1 | 4 | 226 | 0% |
| Sonnet 4.6–5.5 | Frontier | 0 | 0 | 11 | 229 | n/a |
| Prompt | Tier | Promptfoo | Arize AI | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Advanced | 7 | 29 | 3 | 535 | 19% |
| ai-support-agent-platform | Intermediate | 12 | 21 | 6 | 541 | 36% |
| ai-engineering-workflow | Advanced | 25 | 5 | 1 | 137 | 83% |
| ai-revenue-ops-copilot | Intermediate | 11 | 18 | 5 | 546 | 38% |
| ai-support-agent-platform | Beginner | 5 | 23 | 80 | 476 | 18% |
| ai-support-agent-platform | Advanced | 8 | 19 | 5 | 555 | 30% |
| ai-revenue-ops-copilot | Beginner | 6 | 20 | 13 | 545 | 23% |
| ai-engineering-workflow | Beginner | 24 | 1 | 82 | 65 | 96% |
| ai-engineering-workflow | Intermediate | 18 | 2 | 1 | 152 | 90% |
| ai-agent-application | Advanced | 2 | 8 | 0 | 163 | 20% |
| ai-agent-application | Intermediate | 3 | 2 | 1 | 169 | 60% |
| ai-agent-application | Beginner | 2 | 0 | 40 | 136 | 100% |
