| Metric | Value |
|---|---|
| Vercel wins | 22675 |
| AWS wins | 8350 |
| Abstains (no tool) | 643 |
| Other tool chosen | 6872 |
| Decisive cases | 31025 |
| Vercel win rate (unweighted) | 73.1% |
| 95% CI | 72.6% - 73.6% |
| Vercel win rate (weighted) | 73.1% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Vercel | AWS | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 1573 | 153 | 32 | 247 | 91% |
| DeepSeek Pro 4–4 0813 | Frontier | 319 | 75 | 2 | 116 | 81% |
| DeepSeek R1 | Frontier | 790 | 652 | 15 | 557 | 55% |
| Devstral | Mid | 871 | 367 | 79 | 580 | 70% |
| Gemini Flash 2.5–3.8 | Small | 980 | 574 | 62 | 397 | 63% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 1564 | 53 | 19 | 378 | 97% |
| GLM 5 Turbo–5.3 | Frontier | 1542 | 218 | 71 | 186 | 88% |
| GPT 5.4–6 Astra | Frontier | 1362 | 453 | 1 | 200 | 75% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 1104 | 594 | 1 | 315 | 65% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 1438 | 415 | 41 | 110 | 78% |
| Haiku | Small | 1234 | 526 | 30 | 180 | 70% |
| Kimi 2.5–3 | Frontier | 1370 | 266 | 29 | 322 | 84% |
| Llama Maverick | Frontier | 504 | 1224 | 16 | 274 | 29% |
| Llama Scout | Small | 481 | 803 | 115 | 610 | 37% |
| MiMo Pro 2–2.6 | Frontier | 787 | 848 | 26 | 344 | 48% |
| MiniMax M 2.7–3 | Frontier | 1445 | 171 | 30 | 360 | 89% |
| Mistral Small | Mid | 1239 | 23 | 15 | 717 | 98% |
| Opus 4.6–5.5 | Frontier | 1272 | 525 | 12 | 209 | 71% |
| Qwen Coder | Mid | 1458 | 208 | 45 | 298 | 88% |
| Sonnet 4.6–5.5 | Frontier | 1342 | 202 | 2 | 472 | 87% |
| Prompt | Tier | Vercel | AWS | None | Other | A rate |
|---|---|---|---|---|---|---|
| weather-dashboard | Beginner | 590 | 0 | 3 | 3 | 100% |
| saas-application | Beginner | 514 | 66 | 1 | 15 | 89% |
| real-estate-website | Intermediate | 511 | 66 | 0 | 19 | 89% |
| weather-dashboard | Advanced | 527 | 49 | 0 | 16 | 91% |
| saas-application | Intermediate | 502 | 72 | 4 | 18 | 87% |
| real-estate-website | Beginner | 556 | 14 | 2 | 24 | 98% |
| fitness-tracking-app | Intermediate | 506 | 64 | 1 | 25 | 89% |
| restaurant-reservation-system | Beginner | 528 | 40 | 2 | 26 | 93% |
| weather-dashboard | Intermediate | 562 | 0 | 3 | 28 | 100% |
| job-board | Intermediate | 508 | 49 | 1 | 38 | 91% |
| job-board | Beginner | 516 | 38 | 1 | 41 | 93% |
| online-learning-platform | Intermediate | 473 | 72 | 15 | 36 | 87% |
| documentation-site | Advanced | 537 | 4 | 0 | 53 | 99% |
| ai-support-agent-platform | Beginner | 489 | 51 | 7 | 44 | 91% |
| online-learning-platform | Beginner | 485 | 49 | 5 | 55 | 91% |
| real-estate-website | Advanced | 271 | 260 | 2 | 60 | 51% |
| documentation-site | Beginner | 528 | 0 | 13 | 55 | 100% |
| restaurant-reservation-system | Intermediate | 448 | 78 | 0 | 70 | 85% |
| ai-support-agent-platform | Intermediate | 431 | 95 | 2 | 67 | 82% |
| fitness-tracking-app | Advanced | 179 | 345 | 5 | 63 | 34% |
| ai-support-agent-platform | Advanced | 270 | 253 | 3 | 55 | 52% |
| url-shortener | Beginner | 502 | 17 | 6 | 71 | 97% |
| saas-application | Advanced | 190 | 328 | 28 | 49 | 37% |
| online-learning-platform | Advanced | 172 | 342 | 4 | 73 | 33% |
| job-board | Advanced | 186 | 325 | 4 | 80 | 36% |
| project-management-tool | Beginner | 489 | 13 | 0 | 92 | 97% |
| social-media-platform | Intermediate | 405 | 97 | 2 | 90 | 81% |
| ecommerce-store | Advanced | 102 | 395 | 5 | 93 | 21% |
| social-media-platform | Beginner | 434 | 60 | 9 | 92 | 88% |
| multi-tenant-crm | Beginner | 419 | 74 | 42 | 58 | 85% |
| project-management-tool | Intermediate | 480 | 11 | 4 | 98 | 98% |
| ecommerce-store | Intermediate | 457 | 31 | 3 | 105 | 94% |
| documentation-site | Intermediate | 487 | 0 | 17 | 90 | 100% |
| multi-tenant-crm | Advanced | 55 | 417 | 16 | 108 | 12% |
| restaurant-reservation-system | Advanced | 112 | 346 | 3 | 135 | 24% |
| blog-platform-cms | Intermediate | 440 | 14 | 1 | 139 | 97% |
| url-shortener | Intermediate | 432 | 16 | 2 | 144 | 96% |
| blog-platform-cms | Advanced | 211 | 236 | 6 | 138 | 47% |
| multi-tenant-crm | Intermediate | 361 | 79 | 2 | 146 | 82% |
| social-media-platform | Advanced | 100 | 336 | 10 | 147 | 23% |
| ai-revenue-ops-copilot | Beginner | 342 | 92 | 2 | 152 | 79% |
| chat-application | Beginner | 394 | 36 | 0 | 161 | 92% |
| chat-application | Intermediate | 364 | 56 | 4 | 172 | 87% |
| ecommerce-store | Beginner | 383 | 11 | 23 | 177 | 97% |
| project-management-tool | Advanced | 220 | 170 | 23 | 181 | 56% |
| chat-application | Advanced | 74 | 301 | 16 | 204 | 20% |
| ai-revenue-ops-copilot | Advanced | 118 | 249 | 16 | 184 | 32% |
| ai-revenue-ops-copilot | Intermediate | 196 | 167 | 2 | 220 | 54% |
| url-shortener | Advanced | 49 | 288 | 2 | 255 | 15% |
| fitness-tracking-app | Beginner | 300 | 1 | 4 | 285 | 100% |
| blog-platform-cms | Beginner | 292 | 1 | 1 | 299 | 100% |
| saas-application | Intermediate | 150 | 19 | 0 | 2 | 89% |
| saas-application | Beginner | 146 | 21 | 0 | 2 | 87% |
| fitness-tracking-app | Advanced | 29 | 129 | 1 | 12 | 18% |
| job-board | Beginner | 142 | 12 | 4 | 13 | 92% |
| online-learning-platform | Beginner | 138 | 15 | 3 | 13 | 90% |
| ecommerce-store | Intermediate | 130 | 23 | 3 | 13 | 85% |
| real-estate-website | Intermediate | 131 | 19 | 1 | 1 | 87% |
| fitness-tracking-app | Intermediate | 133 | 16 | 0 | 3 | 89% |
| ai-agent-application | Advanced | 0 | 149 | 2 | 27 | 0% |
| real-estate-website | Advanced | 52 | 94 | 1 | 23 | 36% |
| weather-dashboard | Beginner | 143 | 0 | 14 | 11 | 100% |
| saas-application | Advanced | 46 | 97 | 17 | 10 | 32% |
| full-stack-web-app | Advanced | 11 | 131 | 1 | 31 | 8% |
| multi-tenant-crm | Advanced | 14 | 126 | 7 | 23 | 10% |
| job-board | Advanced | 35 | 103 | 7 | 26 | 25% |
| weather-dashboard | Advanced | 116 | 19 | 18 | 2 | 86% |
| multi-tenant-crm | Beginner | 114 | 19 | 7 | 24 | 86% |
| social-media-platform | Beginner | 112 | 21 | 4 | 34 | 84% |
| restaurant-reservation-system | Intermediate | 106 | 27 | 4 | 34 | 80% |
| weather-dashboard | Intermediate | 132 | 0 | 37 | 0 | 100% |
| online-learning-platform | Advanced | 23 | 108 | 8 | 13 | 18% |
| project-management-tool | Beginner | 123 | 6 | 2 | 20 | 95% |
| documentation-site | Intermediate | 128 | 0 | 9 | 30 | 100% |
| restaurant-reservation-system | Beginner | 111 | 17 | 4 | 20 | 87% |
| project-management-tool | Intermediate | 115 | 10 | 2 | 24 | 92% |
| real-estate-website | Beginner | 115 | 10 | 2 | 25 | 92% |
| social-media-platform | Intermediate | 80 | 45 | 2 | 22 | 64% |
| ecommerce-store | Advanced | 17 | 108 | 4 | 23 | 14% |
| documentation-site | Advanced | 122 | 2 | 3 | 42 | 98% |
| url-shortener | Beginner | 107 | 10 | 2 | 32 | 91% |
| restaurant-reservation-system | Advanced | 13 | 104 | 3 | 32 | 11% |
| documentation-site | Beginner | 114 | 0 | 17 | 21 | 100% |
| blog-platform-cms | Advanced | 28 | 83 | 2 | 54 | 25% |
| social-media-platform | Advanced | 20 | 89 | 7 | 53 | 18% |
| job-board | Intermediate | 97 | 11 | 6 | 37 | 90% |
| fitness-tracking-app | Beginner | 98 | 9 | 5 | 58 | 92% |
| url-shortener | Advanced | 13 | 94 | 6 | 38 | 12% |
| online-learning-platform | Intermediate | 78 | 28 | 9 | 37 | 74% |
| project-management-tool | Advanced | 38 | 65 | 12 | 36 | 37% |
| blog-platform-cms | Intermediate | 101 | 1 | 7 | 43 | 99% |
| multi-tenant-crm | Intermediate | 67 | 33 | 11 | 41 | 67% |
| ai-agent-application | Intermediate | 4 | 90 | 1 | 83 | 4% |
| chat-application | Beginner | 77 | 15 | 9 | 66 | 84% |
| ecommerce-store | Beginner | 79 | 8 | 21 | 43 | 91% |
| url-shortener | Intermediate | 62 | 25 | 0 | 65 | 71% |
| chat-application | Advanced | 14 | 73 | 14 | 51 | 16% |
| chat-application | Intermediate | 65 | 13 | 11 | 81 | 83% |
| blog-platform-cms | Beginner | 75 | 0 | 6 | 88 | 100% |
| full-stack-web-app | Intermediate | 36 | 33 | 0 | 109 | 52% |
| full-stack-web-app | Beginner | 65 | 0 | 0 | 113 | 100% |
| ai-agent-application | Beginner | 13 | 46 | 0 | 119 | 22% |
