| Metric | Value |
|---|---|
| Express wins | 67 |
| Apigee wins | 71 |
| Abstains (no tool) | 569 |
| Other tool chosen | 3909 |
| Decisive cases | 138 |
| Express win rate (unweighted) | 48.6% |
| 95% CI | 40.4% - 56.8% |
| Express win rate (weighted) | 48.6% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Express | Apigee | None | Other | A rate |
|---|---|---|---|---|---|---|
| Llama 4 Scout | Small | 18 | 27 | 11 | 171 | 40% |
| Llama 4 Maverick | Frontier | 0 | 40 | 4 | 207 | 0% |
| DeepSeek R1 0528 | Frontier | 30 | 0 | 54 | 167 | 100% |
| MiMo V2 Pro | Frontier | 15 | 1 | 26 | 209 | 94% |
| MiniMax M2.7 | Frontier | 4 | 0 | 27 | 203 | 100% |
| Gemini 2.5 Flash | Small | 0 | 3 | 35 | 209 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 15 | 221 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 11 | 241 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 5 | 246 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 27 | 218 | n/a |
| Devstral 2 2512 | Mid | 0 | 0 | 37 | 206 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 16 | 234 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 141 | 110 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 9 | 241 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 21 | 226 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 12 | 211 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 33 | 203 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 6 | 223 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 79 | 163 | n/a |
| Prompt | Tier | Express | Apigee | None | Other | A rate |
|---|---|---|---|---|---|---|
| multi-tenant-crm | Advanced | 2 | 39 | 30 | 323 | 5% |
| multi-tenant-crm | Intermediate | 20 | 2 | 74 | 285 | 91% |
| url-shortener | Advanced | 9 | 7 | 36 | 339 | 56% |
| url-shortener | Beginner | 14 | 0 | 88 | 288 | 100% |
| ai-revenue-ops-copilot | Advanced | 0 | 12 | 68 | 294 | 0% |
| ai-revenue-ops-copilot | Intermediate | 0 | 11 | 72 | 289 | 0% |
| multi-tenant-crm | Beginner | 10 | 0 | 107 | 270 | 100% |
| url-shortener | Intermediate | 9 | 0 | 65 | 312 | 100% |
| weather-dashboard | Advanced | 2 | 0 | 4 | 378 | 100% |
| ai-revenue-ops-copilot | Beginner | 1 | 0 | 24 | 336 | 100% |
| weather-dashboard | Beginner | 0 | 0 | 0 | 399 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 1 | 396 | n/a |