| Metric | Value |
|---|---|
| Arize AI wins | 134 |
| DeepEval wins | 162 |
| Abstains (no tool) | 194 |
| Other tool chosen | 3447 |
| Decisive cases | 296 |
| Arize AI win rate (unweighted) | 45.3% |
| 95% CI | 39.7% - 51.0% |
| Arize AI win rate (weighted) | 45.3% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Arize AI | DeepEval | None | Other | A rate |
|---|---|---|---|---|---|---|
| Llama 4 Maverick | Frontier | 13 | 111 | 14 | 57 | 10% |
| Llama 4 Scout | Small | 53 | 0 | 23 | 113 | 100% |
| DeepSeek V4 Flash | Mid | 1 | 28 | 4 | 50 | 3% |
| Gemini 2.5 Flash | Small | 26 | 0 | 1 | 94 | 100% |
| Gemini 2.5 Pro | Frontier | 20 | 0 | 9 | 179 | 100% |
| Devstral 2 2512 | Mid | 11 | 0 | 14 | 147 | 100% |
| GPT 5.4 | Frontier | 0 | 9 | 0 | 117 | 0% |
| DeepSeek V4 Pro | Frontier | 0 | 5 | 2 | 77 | 0% |
| Kimi K2.5 | Frontier | 0 | 4 | 3 | 107 | 0% |
| MiMo V2.5 Pro | Frontier | 0 | 4 | 9 | 70 | 0% |
| DeepSeek R1 0528 | Frontier | 3 | 0 | 10 | 197 | 100% |
| Mistral Small 4 | Mid | 3 | 0 | 3 | 190 | 100% |
| Claude Haiku 4.5 | Small | 1 | 0 | 4 | 195 | 100% |
| Kimi K2.7 Code | Frontier | 1 | 0 | 1 | 81 | 100% |
| MiniMax M2.7 | Frontier | 1 | 0 | 5 | 117 | 100% |
| Qwen3 Coder Next | Mid | 1 | 0 | 4 | 198 | 100% |
| DeepSeek V3.2 | Mid | 0 | 1 | 22 | 100 | 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 |
| 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 Mini | Mid | 0 | 0 | 8 | 199 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 3 | 81 | n/a |
| MiMo V2 Pro | Frontier | 0 | 0 | 8 | 118 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 6 | 78 | n/a |
| Prompt | Tier | Arize AI | DeepEval | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-support-agent-platform | Advanced | 19 | 39 | 5 | 464 | 33% |
| ai-support-agent-platform | Beginner | 23 | 26 | 75 | 404 | 47% |
| ai-support-agent-platform | Intermediate | 20 | 22 | 5 | 475 | 48% |
| ai-revenue-ops-copilot | Advanced | 25 | 13 | 2 | 476 | 66% |
| ai-revenue-ops-copilot | Beginner | 19 | 9 | 11 | 486 | 68% |
| ai-revenue-ops-copilot | Intermediate | 15 | 9 | 4 | 495 | 63% |
| ai-agent-application | Advanced | 5 | 12 | 0 | 114 | 29% |
| ai-engineering-workflow | Advanced | 4 | 11 | 1 | 114 | 27% |
| ai-engineering-workflow | Intermediate | 2 | 9 | 1 | 119 | 18% |
| ai-agent-application | Intermediate | 2 | 6 | 1 | 123 | 25% |
| ai-engineering-workflow | Beginner | 0 | 5 | 61 | 68 | 0% |
| ai-agent-application | Beginner | 0 | 1 | 28 | 109 | 0% |
