| Metric | Value |
|---|---|
| DeepEval wins | 103 |
| Arize AI wins | 108 |
| Abstains (no tool) | 105 |
| Other tool chosen | 2359 |
| Decisive cases | 211 |
| DeepEval win rate (unweighted) | 48.8% |
| 95% CI | 42.2% - 55.5% |
| DeepEval win rate (weighted) | 48.8% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | DeepEval | Arize AI | None | Other | A rate |
|---|---|---|---|---|---|---|
| Llama 4 Maverick | Frontier | 84 | 13 | 2 | 38 | 87% |
| Llama 4 Scout | Small | 0 | 41 | 7 | 83 | 0% |
| Gemini 2.5 Flash | Small | 0 | 27 | 1 | 99 | 0% |
| Gemini 2.5 Pro | Frontier | 0 | 10 | 9 | 125 | 0% |
| GPT 5.4 | Frontier | 9 | 0 | 0 | 123 | 100% |
| Devstral 2 2512 | Mid | 0 | 9 | 6 | 120 | 0% |
| DeepSeek V4 Flash | Mid | 4 | 0 | 1 | 7 | 100% |
| Kimi K2.5 | Frontier | 4 | 0 | 3 | 112 | 100% |
| DeepSeek R1 0528 | Frontier | 0 | 3 | 7 | 134 | 0% |
| Mistral Small 4 | Mid | 0 | 3 | 2 | 131 | 0% |
| DeepSeek V3.2 | Mid | 1 | 0 | 22 | 105 | 100% |
| DeepSeek V4 Pro | Frontier | 1 | 0 | 1 | 10 | 100% |
| MiniMax M2.7 | Frontier | 0 | 1 | 5 | 123 | 0% |
| Qwen3 Coder Next | Mid | 0 | 1 | 3 | 137 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 1 | 136 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 0 | 132 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 1 | 11 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 1 | 143 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 1 | 11 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 19 | 113 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 0 | 12 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 0 | 144 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 3 | 140 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 0 | 12 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 1 | 11 | n/a |
| MiMo V2 Pro | Frontier | 0 | 0 | 8 | 124 | n/a |
| MiMo V2.5 Pro | Frontier | 0 | 0 | 0 | 12 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 1 | 11 | n/a |
| Prompt | Tier | DeepEval | Arize AI | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-support-agent-platform | Advanced | 33 | 18 | 5 | 374 | 65% |
| ai-support-agent-platform | Beginner | 22 | 19 | 66 | 324 | 54% |
| ai-support-agent-platform | Intermediate | 21 | 20 | 5 | 382 | 51% |
| ai-revenue-ops-copilot | Advanced | 10 | 23 | 2 | 384 | 30% |
| ai-revenue-ops-copilot | Beginner | 7 | 15 | 10 | 398 | 32% |
| ai-revenue-ops-copilot | Intermediate | 5 | 12 | 4 | 403 | 29% |
| ai-agent-application | Advanced | 3 | 0 | 0 | 15 | 100% |
| ai-engineering-workflow | Intermediate | 1 | 1 | 0 | 15 | 50% |
| ai-engineering-workflow | Beginner | 1 | 0 | 8 | 11 | 100% |
| ai-agent-application | Beginner | 0 | 0 | 5 | 15 | n/a |
| ai-agent-application | Intermediate | 0 | 0 | 0 | 20 | n/a |
| ai-engineering-workflow | Advanced | 0 | 0 | 0 | 18 | n/a |
