| Metric | Value |
|---|---|
| Vercel wins | 15898 |
| AWS wins | 5630 |
| Abstains (no tool) | 465 |
| Other tool chosen | 4609 |
| Decisive cases | 21528 |
| Vercel win rate (unweighted) | 73.8% |
| 95% CI | 73.3% - 74.4% |
| Vercel win rate (weighted) | 73.8% |
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 | 1037 | 275 | 22 | 61 | 79% |
| GPT 5.4 | Frontier | 969 | 288 | 1 | 88 | 77% |
| Claude Haiku 4.5 | Small | 888 | 368 | 18 | 98 | 71% |
| Llama 4 Maverick | Frontier | 374 | 840 | 8 | 182 | 31% |
| GPT 5.3 Codex | Frontier | 791 | 422 | 0 | 189 | 65% |
| Claude Opus 4.6 | Frontier | 852 | 359 | 5 | 131 | 70% |
| DeepSeek V3.2 | Mid | 1145 | 45 | 24 | 127 | 96% |
| GLM 5 Turbo | Frontier | 1076 | 100 | 63 | 108 | 91% |
| Qwen3 Coder Next | Mid | 1033 | 129 | 36 | 203 | 89% |
| Gemini 2.5 Pro | Frontier | 1106 | 18 | 15 | 263 | 98% |
| MiMo V2 Pro | Frontier | 463 | 625 | 22 | 236 | 43% |
| Claude Sonnet 4.6 | Frontier | 954 | 111 | 1 | 338 | 90% |
| Kimi K2.5 | Frontier | 921 | 121 | 26 | 251 | 88% |
| MiniMax M2.7 | Frontier | 904 | 131 | 19 | 284 | 87% |
| DeepSeek R1 0528 | Frontier | 564 | 450 | 10 | 376 | 56% |
| Gemini 2.5 Flash | Small | 566 | 436 | 52 | 290 | 56% |
| Llama 4 Scout | Small | 375 | 549 | 80 | 395 | 41% |
| Devstral 2 2512 | Mid | 659 | 255 | 52 | 435 | 72% |
| Mistral Small 4 | Mid | 889 | 9 | 11 | 474 | 99% |
| Claude Opus 4.8 | Frontier | 37 | 15 | 0 | 5 | 71% |
| MiniMax M3 | Frontier | 48 | 3 | 0 | 6 | 94% |
| Kimi K2.7 Code | Frontier | 39 | 11 | 0 | 6 | 78% |
| GLM 5.2 | Frontier | 38 | 11 | 0 | 8 | 78% |
| Gemini 3.5 Flash | Small | 40 | 7 | 0 | 10 | 85% |
| GPT 5.5 | Frontier | 31 | 16 | 0 | 10 | 66% |
| DeepSeek V4 Pro | Frontier | 43 | 3 | 0 | 11 | 93% |
| MiMo V2.5 Pro | Frontier | 25 | 21 | 0 | 10 | 54% |
| DeepSeek V4 Flash | Mid | 31 | 12 | 0 | 14 | 72% |
| Prompt | Tier | Vercel | AWS | None | Other | A rate |
|---|---|---|---|---|---|---|
| weather-dashboard | Beginner | 434 | 0 | 3 | 1 | 100% |
| saas-application | Beginner | 374 | 53 | 1 | 10 | 88% |
| weather-dashboard | Advanced | 394 | 31 | 0 | 9 | 93% |
| real-estate-website | Intermediate | 372 | 49 | 0 | 17 | 88% |
| real-estate-website | Beginner | 407 | 11 | 2 | 18 | 97% |
| fitness-tracking-app | Intermediate | 368 | 49 | 1 | 20 | 88% |
| saas-application | Intermediate | 358 | 58 | 4 | 18 | 86% |
| restaurant-reservation-system | Beginner | 388 | 27 | 2 | 21 | 93% |
| weather-dashboard | Intermediate | 414 | 0 | 2 | 19 | 100% |
| job-board | Intermediate | 370 | 40 | 1 | 27 | 90% |
| documentation-site | Advanced | 398 | 4 | 0 | 34 | 99% |
| job-board | Beginner | 373 | 29 | 1 | 35 | 93% |
| ai-support-agent-platform | Beginner | 357 | 39 | 6 | 31 | 90% |
| online-learning-platform | Intermediate | 339 | 57 | 15 | 27 | 86% |
| online-learning-platform | Beginner | 354 | 37 | 3 | 43 | 91% |
| documentation-site | Beginner | 390 | 0 | 11 | 37 | 100% |
| restaurant-reservation-system | Intermediate | 324 | 60 | 0 | 54 | 84% |
| ai-support-agent-platform | Intermediate | 308 | 75 | 2 | 52 | 80% |
| ai-support-agent-platform | Advanced | 196 | 187 | 2 | 43 | 51% |
| real-estate-website | Advanced | 191 | 192 | 2 | 50 | 50% |
| online-learning-platform | Advanced | 122 | 260 | 4 | 50 | 32% |
| saas-application | Advanced | 143 | 236 | 21 | 37 | 38% |
| fitness-tracking-app | Advanced | 139 | 240 | 4 | 52 | 37% |
| job-board | Advanced | 131 | 248 | 3 | 56 | 35% |
| url-shortener | Beginner | 367 | 10 | 5 | 56 | 97% |
| social-media-platform | Intermediate | 297 | 76 | 1 | 63 | 80% |
| project-management-tool | Beginner | 357 | 11 | 0 | 69 | 97% |
| ecommerce-store | Advanced | 76 | 290 | 5 | 66 | 21% |
| social-media-platform | Beginner | 318 | 45 | 8 | 66 | 88% |
| multi-tenant-crm | Beginner | 299 | 62 | 37 | 39 | 83% |
| documentation-site | Intermediate | 355 | 0 | 12 | 70 | 100% |
| project-management-tool | Intermediate | 348 | 7 | 4 | 76 | 98% |
| ecommerce-store | Intermediate | 325 | 24 | 3 | 86 | 93% |
| multi-tenant-crm | Advanced | 43 | 298 | 15 | 82 | 13% |
| restaurant-reservation-system | Advanced | 85 | 247 | 3 | 103 | 26% |
| blog-platform-cms | Intermediate | 317 | 13 | 1 | 105 | 96% |
| blog-platform-cms | Advanced | 147 | 178 | 6 | 103 | 45% |
| multi-tenant-crm | Intermediate | 265 | 58 | 2 | 106 | 82% |
| url-shortener | Intermediate | 308 | 11 | 2 | 115 | 97% |
| social-media-platform | Advanced | 77 | 239 | 8 | 112 | 24% |
| ai-revenue-ops-copilot | Beginner | 242 | 72 | 2 | 114 | 77% |
| chat-application | Beginner | 284 | 29 | 0 | 122 | 91% |
| chat-application | Intermediate | 257 | 46 | 4 | 131 | 85% |
| ecommerce-store | Beginner | 271 | 9 | 18 | 138 | 97% |
| chat-application | Advanced | 58 | 220 | 13 | 146 | 21% |
| project-management-tool | Advanced | 159 | 109 | 21 | 147 | 59% |
| ai-revenue-ops-copilot | Intermediate | 148 | 119 | 2 | 160 | 55% |
| ai-revenue-ops-copilot | Advanced | 92 | 172 | 15 | 135 | 35% |
| url-shortener | Advanced | 40 | 215 | 2 | 180 | 16% |
| fitness-tracking-app | Beginner | 216 | 1 | 3 | 214 | 100% |
| blog-platform-cms | Beginner | 204 | 1 | 1 | 230 | 100% |
| saas-application | Intermediate | 82 | 13 | 0 | 0 | 86% |
| real-estate-website | Intermediate | 81 | 13 | 1 | 0 | 86% |
| fitness-tracking-app | Intermediate | 83 | 10 | 0 | 2 | 89% |
| saas-application | Beginner | 82 | 11 | 0 | 2 | 88% |
| ecommerce-store | Intermediate | 77 | 16 | 0 | 2 | 83% |
| fitness-tracking-app | Advanced | 15 | 75 | 0 | 5 | 17% |
| online-learning-platform | Beginner | 77 | 9 | 2 | 6 | 90% |
| weather-dashboard | Advanced | 75 | 11 | 8 | 1 | 87% |
| job-board | Beginner | 78 | 7 | 3 | 7 | 92% |
| real-estate-website | Advanced | 30 | 55 | 1 | 9 | 35% |
| weather-dashboard | Beginner | 84 | 0 | 7 | 4 | 100% |
| online-learning-platform | Advanced | 15 | 67 | 4 | 9 | 18% |
| restaurant-reservation-system | Beginner | 68 | 12 | 3 | 12 | 85% |
| multi-tenant-crm | Advanced | 8 | 72 | 2 | 13 | 10% |
| project-management-tool | Beginner | 76 | 3 | 1 | 15 | 96% |
| real-estate-website | Beginner | 74 | 5 | 1 | 15 | 94% |
| social-media-platform | Intermediate | 50 | 29 | 1 | 12 | 63% |
| project-management-tool | Intermediate | 72 | 6 | 1 | 16 | 92% |
| saas-application | Advanced | 22 | 56 | 12 | 5 | 28% |
| restaurant-reservation-system | Intermediate | 62 | 15 | 3 | 15 | 81% |
| job-board | Advanced | 18 | 59 | 4 | 14 | 23% |
| weather-dashboard | Intermediate | 76 | 0 | 19 | 0 | 100% |
| social-media-platform | Beginner | 64 | 11 | 2 | 18 | 85% |
| ecommerce-store | Advanced | 9 | 66 | 4 | 16 | 12% |
| url-shortener | Beginner | 66 | 8 | 0 | 20 | 89% |
| multi-tenant-crm | Beginner | 65 | 9 | 5 | 12 | 88% |
| restaurant-reservation-system | Advanced | 11 | 63 | 1 | 20 | 15% |
| documentation-site | Intermediate | 72 | 0 | 7 | 16 | 100% |
| job-board | Intermediate | 64 | 7 | 3 | 20 | 90% |
| documentation-site | Beginner | 70 | 0 | 11 | 14 | 100% |
| online-learning-platform | Intermediate | 51 | 17 | 6 | 21 | 75% |
| blog-platform-cms | Advanced | 18 | 50 | 1 | 26 | 26% |
| documentation-site | Advanced | 66 | 1 | 1 | 26 | 99% |
| url-shortener | Advanced | 8 | 59 | 3 | 24 | 12% |
| multi-tenant-crm | Intermediate | 45 | 21 | 7 | 22 | 68% |
| blog-platform-cms | Intermediate | 64 | 1 | 6 | 24 | 98% |
| project-management-tool | Advanced | 25 | 40 | 6 | 23 | 38% |
| social-media-platform | Advanced | 12 | 49 | 4 | 29 | 20% |
| fitness-tracking-app | Beginner | 55 | 5 | 1 | 34 | 92% |
| url-shortener | Intermediate | 40 | 18 | 0 | 37 | 69% |
| ecommerce-store | Beginner | 48 | 6 | 12 | 29 | 89% |
| chat-application | Advanced | 8 | 46 | 10 | 31 | 15% |
| chat-application | Beginner | 43 | 9 | 5 | 38 | 83% |
| chat-application | Intermediate | 36 | 7 | 9 | 43 | 84% |
| blog-platform-cms | Beginner | 39 | 0 | 4 | 52 | 100% |
| full-stack-web-app | Advanced | 0 | 16 | 0 | 4 | 0% |
| ai-agent-application | Advanced | 0 | 15 | 1 | 4 | 0% |
| ai-agent-application | Intermediate | 1 | 11 | 0 | 8 | 8% |
| full-stack-web-app | Intermediate | 5 | 3 | 0 | 12 | 63% |
| ai-agent-application | Beginner | 3 | 4 | 0 | 13 | 43% |
| full-stack-web-app | Beginner | 6 | 0 | 0 | 14 | 100% |
