| Metric | Value |
|---|---|
| Vercel wins | 12353 |
| AWS wins | 4149 |
| Abstains (no tool) | 275 |
| Other tool chosen | 3465 |
| Decisive cases | 16502 |
| Vercel win rate (unweighted) | 74.9% |
| 95% CI | 74.2% - 75.5% |
| Vercel win rate (weighted) | 74.9% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Vercel | AWS | None | Other | A rate |
|---|---|---|---|---|---|---|
| GPT 5.4 | Frontier | 780 | 223 | 0 | 67 | 78% |
| GPT 5.4 Mini | Mid | 805 | 197 | 14 | 47 | 80% |
| Claude Haiku 4.5 | Small | 708 | 283 | 1 | 53 | 71% |
| Claude Opus 4.6 | Frontier | 689 | 276 | 0 | 106 | 71% |
| DeepSeek V3.2 | Mid | 917 | 36 | 20 | 93 | 96% |
| Llama 4 Maverick | Frontier | 312 | 622 | 1 | 136 | 33% |
| GLM 5 Turbo | Frontier | 868 | 59 | 50 | 94 | 94% |
| GPT 5.3 Codex | Frontier | 602 | 316 | 0 | 151 | 66% |
| Qwen3 Coder Next | Mid | 813 | 83 | 23 | 150 | 91% |
| MiMo V2 Pro | Frontier | 352 | 518 | 18 | 182 | 40% |
| Gemini 2.5 Pro | Frontier | 850 | 13 | 14 | 194 | 98% |
| Kimi K2.5 | Frontier | 735 | 89 | 22 | 198 | 89% |
| MiniMax M2.7 | Frontier | 717 | 102 | 8 | 236 | 88% |
| Gemini 2.5 Flash | Small | 470 | 343 | 33 | 222 | 58% |
| Claude Sonnet 4.6 | Frontier | 735 | 50 | 1 | 285 | 94% |
| DeepSeek R1 0528 | Frontier | 440 | 342 | 7 | 279 | 56% |
| Llama 4 Scout | Small | 316 | 408 | 35 | 309 | 44% |
| Mistral Small 4 | Mid | 712 | 5 | 9 | 330 | 99% |
| Devstral 2 2512 | Mid | 532 | 184 | 19 | 333 | 74% |
| Prompt | Tier | Vercel | AWS | None | Other | A rate |
|---|---|---|---|---|---|---|
| weather-dashboard | Beginner | 395 | 0 | 3 | 1 | 100% |
| weather-dashboard | Advanced | 360 | 28 | 0 | 7 | 93% |
| saas-application | Beginner | 340 | 48 | 1 | 10 | 88% |
| real-estate-website | Intermediate | 339 | 45 | 0 | 15 | 88% |
| weather-dashboard | Intermediate | 380 | 0 | 2 | 15 | 100% |
| real-estate-website | Beginner | 369 | 11 | 2 | 17 | 97% |
| saas-application | Intermediate | 327 | 53 | 3 | 16 | 86% |
| fitness-tracking-app | Intermediate | 335 | 44 | 1 | 19 | 88% |
| restaurant-reservation-system | Beginner | 354 | 24 | 1 | 20 | 94% |
| job-board | Intermediate | 336 | 39 | 1 | 23 | 90% |
| documentation-site | Advanced | 361 | 4 | 0 | 32 | 99% |
| job-board | Beginner | 338 | 27 | 1 | 33 | 93% |
| online-learning-platform | Intermediate | 308 | 54 | 15 | 22 | 85% |
| ai-support-agent-platform | Beginner | 327 | 34 | 6 | 27 | 91% |
| documentation-site | Beginner | 355 | 0 | 11 | 33 | 100% |
| online-learning-platform | Beginner | 321 | 34 | 3 | 40 | 90% |
| restaurant-reservation-system | Intermediate | 296 | 54 | 0 | 49 | 85% |
| real-estate-website | Advanced | 172 | 176 | 2 | 47 | 49% |
| ai-support-agent-platform | Advanced | 177 | 170 | 2 | 40 | 51% |
| ai-support-agent-platform | Intermediate | 276 | 70 | 2 | 50 | 80% |
| fitness-tracking-app | Advanced | 127 | 219 | 4 | 47 | 37% |
| online-learning-platform | Advanced | 107 | 239 | 4 | 47 | 31% |
| url-shortener | Beginner | 333 | 10 | 5 | 51 | 97% |
| job-board | Advanced | 116 | 227 | 3 | 53 | 34% |
| saas-application | Advanced | 128 | 214 | 20 | 36 | 37% |
| project-management-tool | Beginner | 328 | 10 | 0 | 60 | 97% |
| social-media-platform | Intermediate | 267 | 70 | 0 | 61 | 79% |
| social-media-platform | Beginner | 289 | 43 | 8 | 59 | 87% |
| ecommerce-store | Advanced | 69 | 262 | 5 | 62 | 21% |
| multi-tenant-crm | Beginner | 270 | 56 | 34 | 38 | 83% |
| project-management-tool | Intermediate | 316 | 6 | 4 | 70 | 98% |
| documentation-site | Intermediate | 321 | 0 | 11 | 66 | 100% |
| ecommerce-store | Intermediate | 294 | 22 | 3 | 80 | 93% |
| multi-tenant-crm | Advanced | 38 | 272 | 15 | 74 | 12% |
| blog-platform-cms | Intermediate | 290 | 13 | 1 | 93 | 96% |
| restaurant-reservation-system | Advanced | 79 | 221 | 3 | 96 | 26% |
| blog-platform-cms | Advanced | 133 | 163 | 6 | 95 | 45% |
| multi-tenant-crm | Intermediate | 241 | 54 | 2 | 95 | 82% |
| url-shortener | Intermediate | 281 | 10 | 2 | 104 | 97% |
| social-media-platform | Advanced | 72 | 219 | 8 | 98 | 25% |
| chat-application | Beginner | 260 | 27 | 0 | 110 | 91% |
| ai-revenue-ops-copilot | Beginner | 219 | 67 | 2 | 104 | 77% |
| chat-application | Intermediate | 232 | 43 | 4 | 120 | 84% |
| ecommerce-store | Beginner | 246 | 9 | 18 | 124 | 96% |
| chat-application | Advanced | 53 | 201 | 13 | 131 | 21% |
| project-management-tool | Advanced | 145 | 96 | 21 | 135 | 60% |
| ai-revenue-ops-copilot | Intermediate | 133 | 108 | 2 | 147 | 55% |
| ai-revenue-ops-copilot | Advanced | 85 | 153 | 15 | 123 | 36% |
| url-shortener | Advanced | 38 | 198 | 2 | 160 | 16% |
| fitness-tracking-app | Beginner | 195 | 1 | 3 | 197 | 99% |
| blog-platform-cms | Beginner | 182 | 1 | 1 | 213 | 99% |
