| Metric | Value |
|---|---|
| Arize AI wins | 134 |
| DeepEval wins | 154 |
| Abstains (no tool) | 183 |
| Other tool chosen | 3351 |
| Decisive cases | 288 |
| Arize AI win rate (unweighted) | 46.5% |
| 95% CI | 40.9% - 52.3% |
| Arize AI win rate (weighted) | 46.5% |
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 | 14 | 108 | 12 | 55 | 11% |
| Llama 4 Scout | Small | 53 | 0 | 20 | 112 | 100% |
| Gemini 2.5 Flash | Small | 27 | 0 | 1 | 99 | 100% |
| DeepSeek V4 Flash | Mid | 1 | 25 | 4 | 41 | 4% |
| Gemini 2.5 Pro | Frontier | 18 | 0 | 11 | 173 | 100% |
| Devstral 2 2512 | Mid | 11 | 0 | 14 | 152 | 100% |
| GPT 5.4 | Frontier | 0 | 9 | 0 | 123 | 0% |
| DeepSeek V4 Pro | Frontier | 0 | 4 | 2 | 66 | 0% |
| Kimi K2.5 | Frontier | 0 | 4 | 3 | 112 | 0% |
| DeepSeek R1 0528 | Frontier | 3 | 0 | 9 | 192 | 100% |
| Mistral Small 4 | Mid | 3 | 0 | 3 | 183 | 100% |
| MiMo V2.5 Pro | Frontier | 0 | 3 | 8 | 60 | 0% |
| Claude Haiku 4.5 | Small | 1 | 0 | 3 | 190 | 100% |
| Kimi K2.7 Code | Frontier | 1 | 0 | 1 | 69 | 100% |
| MiniMax M2.7 | Frontier | 1 | 0 | 5 | 123 | 100% |
| Qwen3 Coder Next | Mid | 1 | 0 | 4 | 193 | 100% |
| DeepSeek V3.2 | Mid | 0 | 1 | 22 | 105 | 0% |
| Claude Opus 4.6 | Frontier | 0 | 0 | 0 | 132 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 6 | 65 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 6 | 198 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 7 | 65 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 19 | 113 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 0 | 72 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 0 | 204 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 8 | 193 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 2 | 70 | n/a |
| MiMo V2 Pro | Frontier | 0 | 0 | 8 | 124 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 5 | 67 | n/a |
| Prompt | Tier | Arize AI | DeepEval | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-support-agent-platform | Advanced | 19 | 38 | 5 | 465 | 33% |
| ai-support-agent-platform | Beginner | 23 | 26 | 73 | 405 | 47% |
| ai-support-agent-platform | Intermediate | 20 | 23 | 6 | 473 | 47% |
| ai-revenue-ops-copilot | Advanced | 26 | 13 | 3 | 472 | 67% |
| ai-revenue-ops-copilot | Beginner | 19 | 9 | 11 | 487 | 68% |
| ai-revenue-ops-copilot | Intermediate | 16 | 8 | 4 | 494 | 67% |
| ai-engineering-workflow | Advanced | 4 | 10 | 1 | 97 | 29% |
| ai-agent-application | Advanced | 3 | 10 | 0 | 99 | 23% |
| ai-engineering-workflow | Intermediate | 2 | 7 | 1 | 102 | 22% |
| ai-agent-application | Intermediate | 2 | 5 | 1 | 105 | 29% |
| ai-engineering-workflow | Beginner | 0 | 4 | 53 | 59 | 0% |
| ai-agent-application | Beginner | 0 | 1 | 25 | 93 | 0% |
