| Metric | Value |
|---|---|
| Apollo GraphQL wins | 301 |
| Merge wins | 353 |
| Abstains (no tool) | 1432 |
| Other tool chosen | 6719 |
| Decisive cases | 654 |
| Apollo GraphQL win rate (unweighted) | 46.0% |
| 95% CI | 42.2% - 49.9% |
| Apollo GraphQL win rate (weighted) | 46.0% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Apollo GraphQL | Merge | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 15 | 2 | 62 | 375 | 88% |
| DeepSeek Pro 4–4 0813 | Frontier | 4 | 12 | 37 | 75 | 25% |
| DeepSeek R1 | Frontier | 2 | 2 | 127 | 341 | 50% |
| Devstral | Mid | 4 | 2 | 75 | 349 | 67% |
| Gemini Flash 2.5–3.8 | Small | 16 | 18 | 108 | 322 | 47% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 48 | 42 | 66 | 317 | 53% |
| GLM 5 Turbo–5.3 | Frontier | 8 | 38 | 198 | 227 | 17% |
| GPT 5.4–6 Astra | Frontier | 10 | 34 | 64 | 359 | 23% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 7 | 37 | 45 | 384 | 16% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 7 | 6 | 37 | 368 | 54% |
| Haiku | Small | 24 | 0 | 62 | 361 | 100% |
| Kimi 2.5–3 | Frontier | 9 | 63 | 78 | 306 | 13% |
| Llama Maverick | Frontier | 81 | 0 | 39 | 347 | 100% |
| Llama Scout | Small | 1 | 0 | 42 | 393 | 100% |
| MiMo Pro 2–2.6 | Frontier | 26 | 28 | 66 | 347 | 48% |
| MiniMax M 2.7–3 | Frontier | 7 | 22 | 63 | 360 | 24% |
| Mistral Small | Mid | 4 | 0 | 17 | 415 | 100% |
| Opus 4.6–5.5 | Frontier | 9 | 13 | 67 | 383 | 41% |
| Qwen Coder | Mid | 11 | 0 | 141 | 299 | 100% |
| Sonnet 4.6–5.5 | Frontier | 8 | 34 | 38 | 391 | 19% |
| Prompt | Tier | Apollo GraphQL | Merge | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Beginner | 1 | 191 | 27 | 332 | 1% |
| ai-revenue-ops-copilot | Intermediate | 3 | 109 | 103 | 347 | 3% |
| full-stack-web-app | Advanced | 86 | 0 | 12 | 54 | 100% |
| multi-tenant-crm | Beginner | 78 | 0 | 169 | 333 | 100% |
| multi-tenant-crm | Intermediate | 74 | 1 | 135 | 360 | 99% |
| ai-revenue-ops-copilot | Advanced | 5 | 52 | 97 | 409 | 9% |
| url-shortener | Beginner | 10 | 0 | 153 | 418 | 100% |
| weather-dashboard | Advanced | 10 | 0 | 6 | 557 | 100% |
| multi-tenant-crm | Advanced | 7 | 0 | 37 | 543 | 100% |
| multi-tenant-crm | Intermediate | 6 | 0 | 65 | 80 | 100% |
| weather-dashboard | Advanced | 5 | 0 | 4 | 144 | 100% |
| multi-tenant-crm | Advanced | 4 | 0 | 17 | 148 | 100% |
| url-shortener | Advanced | 4 | 0 | 48 | 526 | 100% |
| url-shortener | Intermediate | 3 | 0 | 116 | 460 | 100% |
| multi-tenant-crm | Beginner | 2 | 0 | 107 | 58 | 100% |
| full-stack-web-app | Intermediate | 1 | 0 | 41 | 98 | 100% |
| url-shortener | Intermediate | 1 | 0 | 53 | 96 | 100% |
| url-shortener | Advanced | 1 | 0 | 22 | 127 | 100% |
| full-stack-web-app | Beginner | 0 | 0 | 105 | 70 | n/a |
| url-shortener | Beginner | 0 | 0 | 111 | 40 | n/a |
| weather-dashboard | Beginner | 0 | 0 | 0 | 168 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 1 | 591 | n/a |
| weather-dashboard | Beginner | 0 | 0 | 0 | 594 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 3 | 166 | n/a |
