| Metric | Value |
|---|---|
| Vercel wins | 12954 |
| AWS wins | 4338 |
| Abstains (no tool) | 282 |
| Other tool chosen | 3631 |
| Decisive cases | 17292 |
| Vercel win rate (unweighted) | 74.9% |
| 95% CI | 74.3% - 75.6% |
| 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 | 817 | 235 | 0 | 69 | 78% |
| GPT 5.4 Mini | Mid | 846 | 205 | 14 | 48 | 80% |
| Claude Haiku 4.5 | Small | 741 | 296 | 1 | 57 | 71% |
| Claude Opus 4.6 | Frontier | 720 | 291 | 0 | 111 | 71% |
| DeepSeek V3.2 | Mid | 960 | 39 | 21 | 97 | 96% |
| Llama 4 Maverick | Frontier | 325 | 653 | 1 | 143 | 33% |
| GLM 5 Turbo | Frontier | 914 | 61 | 50 | 97 | 94% |
| GPT 5.3 Codex | Frontier | 631 | 332 | 0 | 157 | 66% |
| Qwen3 Coder Next | Mid | 854 | 87 | 23 | 156 | 91% |
| Gemini 2.5 Pro | Frontier | 893 | 14 | 14 | 201 | 98% |
| MiMo V2 Pro | Frontier | 367 | 538 | 20 | 196 | 41% |
| Kimi K2.5 | Frontier | 773 | 91 | 23 | 207 | 89% |
| MiniMax M2.7 | Frontier | 751 | 106 | 8 | 249 | 88% |
| Gemini 2.5 Flash | Small | 492 | 358 | 33 | 236 | 58% |
| Claude Sonnet 4.6 | Frontier | 770 | 52 | 1 | 299 | 94% |
| DeepSeek R1 0528 | Frontier | 465 | 357 | 7 | 290 | 57% |
| Llama 4 Scout | Small | 334 | 425 | 36 | 323 | 44% |
| Mistral Small 4 | Mid | 745 | 5 | 10 | 345 | 99% |
| Devstral 2 2512 | Mid | 556 | 193 | 20 | 350 | 74% |
| Prompt | Tier | Vercel | AWS | None | Other | A rate |
|---|---|---|---|---|---|---|
| weather-dashboard | Beginner | 414 | 0 | 3 | 1 | 100% |
| weather-dashboard | Advanced | 378 | 29 | 0 | 7 | 93% |
| saas-application | Beginner | 356 | 51 | 1 | 10 | 87% |
| real-estate-website | Intermediate | 355 | 47 | 0 | 16 | 88% |
| real-estate-website | Beginner | 388 | 11 | 2 | 17 | 97% |
| fitness-tracking-app | Intermediate | 351 | 47 | 1 | 19 | 88% |
| saas-application | Intermediate | 342 | 55 | 4 | 17 | 86% |
| weather-dashboard | Intermediate | 396 | 0 | 2 | 17 | 100% |
| restaurant-reservation-system | Beginner | 370 | 25 | 2 | 21 | 94% |
| job-board | Intermediate | 352 | 40 | 1 | 25 | 90% |
| documentation-site | Advanced | 379 | 4 | 0 | 33 | 99% |
| job-board | Beginner | 355 | 28 | 1 | 34 | 93% |
| online-learning-platform | Intermediate | 322 | 56 | 15 | 25 | 85% |
| ai-support-agent-platform | Beginner | 341 | 36 | 6 | 30 | 90% |
| documentation-site | Beginner | 371 | 0 | 11 | 36 | 100% |
| online-learning-platform | Beginner | 336 | 35 | 3 | 43 | 91% |
| restaurant-reservation-system | Intermediate | 312 | 56 | 0 | 50 | 85% |
| real-estate-website | Advanced | 182 | 184 | 2 | 47 | 50% |
| ai-support-agent-platform | Intermediate | 293 | 72 | 2 | 50 | 80% |
| ai-support-agent-platform | Advanced | 186 | 179 | 2 | 41 | 51% |
| online-learning-platform | Advanced | 115 | 249 | 4 | 48 | 32% |
| fitness-tracking-app | Advanced | 133 | 229 | 4 | 49 | 37% |
| url-shortener | Beginner | 350 | 10 | 5 | 53 | 97% |
| job-board | Advanced | 123 | 237 | 3 | 55 | 34% |
| saas-application | Advanced | 135 | 224 | 21 | 37 | 38% |
| social-media-platform | Intermediate | 279 | 75 | 1 | 62 | 79% |
| project-management-tool | Beginner | 341 | 11 | 0 | 65 | 97% |
| social-media-platform | Beginner | 303 | 44 | 8 | 63 | 87% |
| ecommerce-store | Advanced | 73 | 274 | 5 | 65 | 21% |
| multi-tenant-crm | Beginner | 283 | 60 | 36 | 38 | 83% |
| project-management-tool | Intermediate | 333 | 6 | 4 | 72 | 98% |
| documentation-site | Intermediate | 337 | 0 | 12 | 68 | 100% |
| ecommerce-store | Intermediate | 307 | 24 | 3 | 84 | 93% |
| multi-tenant-crm | Advanced | 41 | 284 | 15 | 78 | 13% |
| restaurant-reservation-system | Advanced | 83 | 234 | 3 | 98 | 26% |
| blog-platform-cms | Intermediate | 301 | 13 | 1 | 101 | 96% |
| multi-tenant-crm | Intermediate | 254 | 57 | 2 | 98 | 82% |
| blog-platform-cms | Advanced | 139 | 170 | 6 | 101 | 45% |
| url-shortener | Intermediate | 294 | 10 | 2 | 110 | 97% |
| social-media-platform | Advanced | 75 | 229 | 8 | 104 | 25% |
| chat-application | Beginner | 270 | 28 | 0 | 117 | 91% |
| ai-revenue-ops-copilot | Beginner | 229 | 68 | 2 | 111 | 77% |
| chat-application | Intermediate | 244 | 45 | 4 | 125 | 84% |
| ecommerce-store | Beginner | 257 | 9 | 18 | 132 | 97% |
| chat-application | Advanced | 57 | 209 | 13 | 138 | 21% |
| project-management-tool | Advanced | 152 | 102 | 21 | 141 | 60% |
| ai-revenue-ops-copilot | Intermediate | 141 | 113 | 2 | 153 | 56% |
| ai-revenue-ops-copilot | Advanced | 90 | 160 | 15 | 129 | 36% |
| url-shortener | Advanced | 39 | 207 | 2 | 169 | 16% |
| fitness-tracking-app | Beginner | 204 | 1 | 3 | 207 | 100% |
| blog-platform-cms | Beginner | 193 | 1 | 1 | 221 | 99% |
