| Metric | Value |
|---|---|
| Vercel wins | 16707 |
| AWS wins | 5798 |
| Abstains (no tool) | 348 |
| Other tool chosen | 4874 |
| Decisive cases | 22505 |
| Vercel win rate (unweighted) | 74.2% |
| 95% CI | 73.7% - 74.8% |
| Vercel win rate (weighted) | 74.2% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Vercel | AWS | None | Other | A rate |
|---|---|---|---|---|---|---|
| GPT 5.4 Mini | Mid | 1076 | 278 | 20 | 68 | 79% |
| Claude Haiku 4.5 | Small | 932 | 382 | 6 | 95 | 71% |
| Llama 4 Maverick | Frontier | 394 | 863 | 3 | 192 | 31% |
| GPT 5.3 Codex | Frontier | 799 | 433 | 0 | 217 | 65% |
| Qwen3 Coder Next | Mid | 1077 | 127 | 28 | 215 | 89% |
| Gemini 2.5 Pro | Frontier | 1141 | 23 | 17 | 269 | 98% |
| GPT 5.4 | Frontier | 847 | 246 | 0 | 73 | 77% |
| Claude Sonnet 4.6 | Frontier | 969 | 93 | 1 | 389 | 91% |
| DeepSeek R1 0528 | Frontier | 594 | 466 | 9 | 379 | 56% |
| Claude Opus 4.6 | Frontier | 746 | 305 | 0 | 116 | 71% |
| DeepSeek V3.2 | Mid | 995 | 40 | 22 | 105 | 96% |
| GLM 5 Turbo | Frontier | 945 | 70 | 53 | 99 | 93% |
| Llama 4 Scout | Small | 410 | 570 | 51 | 416 | 42% |
| Devstral 2 2512 | Mid | 700 | 267 | 30 | 451 | 72% |
| Mistral Small 4 | Mid | 936 | 10 | 10 | 475 | 99% |
| MiMo V2 Pro | Frontier | 386 | 554 | 20 | 206 | 41% |
| Kimi K2.5 | Frontier | 800 | 98 | 24 | 217 | 89% |
| MiniMax M2.7 | Frontier | 780 | 111 | 10 | 258 | 88% |
| Gemini 2.5 Flash | Small | 507 | 373 | 36 | 248 | 58% |
| MiniMax M3 | Frontier | 250 | 11 | 0 | 24 | 96% |
| Kimi K2.7 Code | Frontier | 197 | 62 | 1 | 23 | 76% |
| Claude Opus 4.8 | Frontier | 182 | 73 | 0 | 30 | 71% |
| GLM 5.2 | Frontier | 197 | 52 | 0 | 35 | 79% |
| GPT 5.5 | Frontier | 164 | 78 | 0 | 43 | 68% |
| Gemini 3.5 Flash | Small | 208 | 31 | 0 | 45 | 87% |
| MiMo V2.5 Pro | Frontier | 134 | 96 | 1 | 53 | 58% |
| DeepSeek V4 Flash | Mid | 163 | 52 | 5 | 62 | 76% |
| DeepSeek V4 Pro | Frontier | 178 | 34 | 1 | 71 | 84% |
| Prompt | Tier | Vercel | AWS | None | Other | A rate |
|---|---|---|---|---|---|---|
| weather-dashboard | Beginner | 514 | 0 | 3 | 1 | 100% |
| saas-application | Beginner | 446 | 59 | 1 | 12 | 88% |
| weather-dashboard | Advanced | 462 | 39 | 0 | 13 | 92% |
| real-estate-website | Intermediate | 442 | 57 | 0 | 19 | 89% |
| real-estate-website | Beginner | 484 | 13 | 2 | 19 | 97% |
| saas-application | Intermediate | 431 | 65 | 4 | 18 | 87% |
| fitness-tracking-app | Intermediate | 438 | 57 | 1 | 22 | 88% |
| restaurant-reservation-system | Beginner | 458 | 35 | 2 | 23 | 93% |
| weather-dashboard | Intermediate | 492 | 0 | 2 | 21 | 100% |
| job-board | Intermediate | 440 | 44 | 1 | 33 | 91% |
| job-board | Beginner | 443 | 34 | 1 | 40 | 93% |
| documentation-site | Advanced | 468 | 4 | 0 | 44 | 99% |
| online-learning-platform | Intermediate | 405 | 66 | 15 | 32 | 86% |
| ai-support-agent-platform | Beginner | 420 | 48 | 6 | 38 | 90% |
| documentation-site | Beginner | 462 | 0 | 12 | 44 | 100% |
| online-learning-platform | Beginner | 416 | 43 | 4 | 54 | 91% |
| ai-support-agent-platform | Advanced | 238 | 220 | 2 | 47 | 52% |
| real-estate-website | Advanced | 237 | 221 | 2 | 55 | 52% |
| ai-support-agent-platform | Intermediate | 372 | 82 | 2 | 61 | 82% |
| restaurant-reservation-system | Intermediate | 382 | 70 | 0 | 66 | 85% |
| fitness-tracking-app | Advanced | 163 | 287 | 5 | 59 | 36% |
| online-learning-platform | Advanced | 148 | 302 | 4 | 62 | 33% |
| saas-application | Advanced | 166 | 283 | 24 | 44 | 37% |
| url-shortener | Beginner | 435 | 13 | 6 | 64 | 97% |
| job-board | Advanced | 159 | 287 | 4 | 68 | 36% |
| social-media-platform | Intermediate | 352 | 88 | 1 | 76 | 80% |
| ecommerce-store | Advanced | 92 | 343 | 5 | 77 | 21% |
| project-management-tool | Beginner | 419 | 13 | 0 | 84 | 97% |
| social-media-platform | Beginner | 375 | 52 | 9 | 81 | 88% |
| multi-tenant-crm | Beginner | 357 | 69 | 42 | 47 | 84% |
| documentation-site | Intermediate | 421 | 0 | 15 | 80 | 100% |
| project-management-tool | Intermediate | 412 | 9 | 4 | 90 | 98% |
| ecommerce-store | Intermediate | 394 | 27 | 3 | 94 | 94% |
| multi-tenant-crm | Advanced | 48 | 357 | 16 | 97 | 12% |
| restaurant-reservation-system | Advanced | 103 | 293 | 3 | 119 | 26% |
| blog-platform-cms | Intermediate | 380 | 14 | 1 | 121 | 96% |
| multi-tenant-crm | Intermediate | 317 | 67 | 2 | 124 | 83% |
| url-shortener | Intermediate | 369 | 14 | 2 | 131 | 96% |
| blog-platform-cms | Advanced | 177 | 204 | 6 | 126 | 46% |
| ai-revenue-ops-copilot | Beginner | 295 | 83 | 2 | 130 | 78% |
| social-media-platform | Advanced | 91 | 286 | 9 | 129 | 24% |
| chat-application | Beginner | 338 | 33 | 0 | 143 | 91% |
| chat-application | Intermediate | 311 | 51 | 4 | 152 | 86% |
| ecommerce-store | Beginner | 329 | 10 | 21 | 156 | 97% |
| project-management-tool | Advanced | 194 | 136 | 21 | 165 | 59% |
| chat-application | Advanced | 68 | 261 | 16 | 172 | 21% |
| ai-revenue-ops-copilot | Intermediate | 174 | 146 | 2 | 186 | 54% |
| ai-revenue-ops-copilot | Advanced | 107 | 205 | 16 | 161 | 34% |
| url-shortener | Advanced | 46 | 253 | 2 | 215 | 15% |
| fitness-tracking-app | Beginner | 251 | 1 | 4 | 256 | 100% |
| blog-platform-cms | Beginner | 246 | 1 | 1 | 268 | 100% |
| ai-agent-application | Advanced | 0 | 84 | 1 | 15 | 0% |
| full-stack-web-app | Advanced | 7 | 75 | 0 | 14 | 9% |
| ai-agent-application | Intermediate | 4 | 48 | 1 | 47 | 8% |
| full-stack-web-app | Intermediate | 22 | 17 | 0 | 61 | 56% |
| full-stack-web-app | Beginner | 36 | 0 | 0 | 64 | 100% |
| ai-agent-application | Beginner | 9 | 24 | 0 | 67 | 27% |
| fitness-tracking-app | Intermediate | 17 | 2 | 0 | 0 | 89% |
| saas-application | Intermediate | 16 | 3 | 0 | 0 | 84% |
| ecommerce-store | Intermediate | 16 | 2 | 0 | 1 | 89% |
| real-estate-website | Intermediate | 16 | 2 | 1 | 0 | 89% |
| weather-dashboard | Advanced | 16 | 2 | 1 | 0 | 89% |
| saas-application | Beginner | 15 | 3 | 0 | 1 | 83% |
| weather-dashboard | Beginner | 17 | 0 | 2 | 0 | 100% |
| job-board | Beginner | 16 | 1 | 1 | 1 | 94% |
| online-learning-platform | Beginner | 15 | 2 | 1 | 1 | 88% |
| online-learning-platform | Advanced | 3 | 14 | 1 | 1 | 18% |
| multi-tenant-crm | Advanced | 2 | 15 | 0 | 2 | 12% |
| fitness-tracking-app | Advanced | 1 | 16 | 0 | 2 | 6% |
| project-management-tool | Beginner | 16 | 0 | 0 | 3 | 100% |
| url-shortener | Beginner | 14 | 2 | 0 | 3 | 88% |
| social-media-platform | Intermediate | 10 | 6 | 0 | 2 | 63% |
| saas-application | Advanced | 4 | 12 | 2 | 1 | 25% |
| restaurant-reservation-system | Advanced | 3 | 13 | 0 | 3 | 19% |
| ecommerce-store | Advanced | 2 | 14 | 1 | 2 | 13% |
| real-estate-website | Beginner | 15 | 0 | 1 | 3 | 100% |
| project-management-tool | Intermediate | 14 | 1 | 1 | 3 | 93% |
| restaurant-reservation-system | Intermediate | 13 | 2 | 1 | 3 | 87% |
| restaurant-reservation-system | Beginner | 13 | 2 | 1 | 3 | 87% |
| social-media-platform | Beginner | 13 | 2 | 0 | 4 | 87% |
| online-learning-platform | Intermediate | 12 | 3 | 1 | 3 | 80% |
| multi-tenant-crm | Intermediate | 10 | 5 | 0 | 4 | 67% |
| job-board | Advanced | 4 | 11 | 1 | 3 | 27% |
| real-estate-website | Advanced | 4 | 11 | 1 | 3 | 27% |
| documentation-site | Intermediate | 14 | 0 | 1 | 4 | 100% |
| weather-dashboard | Intermediate | 14 | 0 | 5 | 0 | 100% |
| multi-tenant-crm | Beginner | 12 | 2 | 2 | 2 | 86% |
| documentation-site | Advanced | 13 | 0 | 0 | 5 | 100% |
| job-board | Intermediate | 12 | 1 | 0 | 6 | 92% |
| blog-platform-cms | Advanced | 3 | 10 | 0 | 6 | 23% |
| project-management-tool | Advanced | 3 | 9 | 1 | 5 | 25% |
| social-media-platform | Advanced | 2 | 10 | 0 | 7 | 17% |
| url-shortener | Advanced | 0 | 12 | 0 | 6 | 0% |
| blog-platform-cms | Intermediate | 11 | 0 | 2 | 6 | 100% |
| documentation-site | Beginner | 11 | 0 | 1 | 7 | 100% |
| url-shortener | Intermediate | 8 | 3 | 0 | 8 | 73% |
| chat-application | Beginner | 9 | 1 | 0 | 9 | 90% |
| ecommerce-store | Beginner | 9 | 1 | 2 | 7 | 90% |
| fitness-tracking-app | Beginner | 9 | 1 | 0 | 9 | 90% |
| blog-platform-cms | Beginner | 8 | 0 | 1 | 10 | 100% |
| chat-application | Intermediate | 6 | 2 | 3 | 8 | 75% |
| chat-application | Advanced | 1 | 7 | 1 | 10 | 13% |
