| Metric | Value |
|---|---|
| AWS wins | 5838 |
| Vercel wins | 16907 |
| Abstains (no tool) | 319 |
| Other tool chosen | 4890 |
| Decisive cases | 22745 |
| AWS win rate (unweighted) | 25.7% |
| 95% CI | 25.1% - 26.2% |
| AWS win rate (weighted) | 25.7% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | AWS | Vercel | None | Other | A rate |
|---|---|---|---|---|---|---|
| GPT 5.4 Mini | Mid | 280 | 1085 | 20 | 69 | 21% |
| Claude Haiku 4.5 | Small | 387 | 944 | 1 | 95 | 29% |
| Llama 4 Maverick | Frontier | 866 | 403 | 1 | 194 | 68% |
| GPT 5.3 Codex | Frontier | 440 | 803 | 0 | 218 | 35% |
| Qwen3 Coder Next | Mid | 130 | 1093 | 23 | 213 | 11% |
| Gemini 2.5 Pro | Frontier | 23 | 1150 | 18 | 271 | 2% |
| DeepSeek R1 0528 | Frontier | 475 | 600 | 9 | 377 | 44% |
| Claude Sonnet 4.6 | Frontier | 88 | 975 | 1 | 400 | 8% |
| GPT 5.4 | Frontier | 235 | 817 | 0 | 69 | 22% |
| Claude Opus 4.6 | Frontier | 291 | 720 | 0 | 111 | 29% |
| DeepSeek V3.2 | Mid | 39 | 960 | 21 | 97 | 4% |
| Llama 4 Scout | Small | 573 | 413 | 45 | 428 | 58% |
| GLM 5 Turbo | Frontier | 61 | 914 | 50 | 97 | 6% |
| Mistral Small 4 | Mid | 11 | 955 | 10 | 468 | 1% |
| Devstral 2 2512 | Mid | 256 | 685 | 25 | 437 | 27% |
| MiMo V2 Pro | Frontier | 538 | 367 | 20 | 196 | 59% |
| Kimi K2.5 | Frontier | 91 | 773 | 23 | 207 | 11% |
| MiniMax M2.7 | Frontier | 106 | 751 | 8 | 249 | 12% |
| Gemini 2.5 Flash | Small | 358 | 492 | 33 | 236 | 42% |
| Kimi K2.7 Code | Frontier | 74 | 238 | 1 | 27 | 24% |
| MiniMax M3 | Frontier | 13 | 298 | 1 | 29 | 4% |
| Claude Opus 4.8 | Frontier | 87 | 219 | 0 | 36 | 28% |
| GLM 5.2 | Frontier | 62 | 237 | 0 | 42 | 21% |
| GPT 5.5 | Frontier | 93 | 196 | 0 | 53 | 32% |
| Gemini 3.5 Flash | Small | 38 | 251 | 0 | 52 | 13% |
| MiMo V2.5 Pro | Frontier | 121 | 159 | 2 | 59 | 43% |
| DeepSeek V4 Flash | Mid | 62 | 196 | 6 | 73 | 24% |
| DeepSeek V4 Pro | Frontier | 40 | 213 | 1 | 87 | 16% |
| Prompt | Tier | AWS | Vercel | None | Other | A rate |
|---|---|---|---|---|---|---|
| weather-dashboard | Beginner | 0 | 533 | 3 | 1 | 0% |
| saas-application | Beginner | 61 | 462 | 1 | 13 | 12% |
| weather-dashboard | Advanced | 41 | 479 | 0 | 13 | 8% |
| real-estate-website | Intermediate | 60 | 458 | 0 | 19 | 12% |
| real-estate-website | Beginner | 13 | 503 | 2 | 19 | 3% |
| saas-application | Intermediate | 67 | 448 | 4 | 18 | 13% |
| fitness-tracking-app | Intermediate | 59 | 455 | 1 | 22 | 11% |
| restaurant-reservation-system | Beginner | 36 | 476 | 2 | 23 | 7% |
| weather-dashboard | Intermediate | 0 | 509 | 2 | 23 | 0% |
| job-board | Intermediate | 46 | 456 | 1 | 34 | 9% |
| job-board | Beginner | 35 | 461 | 1 | 40 | 7% |
| online-learning-platform | Intermediate | 68 | 421 | 15 | 33 | 14% |
| documentation-site | Advanced | 4 | 485 | 0 | 46 | 1% |
| ai-support-agent-platform | Beginner | 49 | 437 | 6 | 39 | 10% |
| documentation-site | Beginner | 0 | 478 | 12 | 47 | 0% |
| real-estate-website | Advanced | 233 | 244 | 2 | 55 | 49% |
| online-learning-platform | Beginner | 45 | 432 | 5 | 54 | 9% |
| ai-support-agent-platform | Advanced | 226 | 248 | 2 | 49 | 48% |
| restaurant-reservation-system | Intermediate | 73 | 398 | 0 | 66 | 15% |
| ai-support-agent-platform | Intermediate | 85 | 385 | 2 | 64 | 18% |
| fitness-tracking-app | Advanced | 299 | 169 | 5 | 60 | 64% |
| saas-application | Advanced | 292 | 174 | 25 | 45 | 63% |
| url-shortener | Beginner | 13 | 453 | 6 | 65 | 3% |
| online-learning-platform | Advanced | 311 | 154 | 4 | 65 | 67% |
| job-board | Advanced | 296 | 166 | 4 | 70 | 64% |
| social-media-platform | Intermediate | 89 | 366 | 2 | 78 | 20% |
| ecommerce-store | Advanced | 357 | 95 | 5 | 79 | 79% |
| project-management-tool | Beginner | 13 | 436 | 0 | 86 | 3% |
| multi-tenant-crm | Beginner | 70 | 373 | 42 | 49 | 16% |
| social-media-platform | Beginner | 54 | 388 | 9 | 85 | 12% |
| documentation-site | Intermediate | 0 | 439 | 16 | 80 | 0% |
| ecommerce-store | Intermediate | 29 | 408 | 3 | 97 | 7% |
| project-management-tool | Intermediate | 9 | 426 | 4 | 95 | 2% |
| multi-tenant-crm | Advanced | 370 | 50 | 16 | 101 | 88% |
| restaurant-reservation-system | Advanced | 305 | 105 | 3 | 124 | 74% |
| blog-platform-cms | Intermediate | 14 | 396 | 1 | 124 | 3% |
| blog-platform-cms | Advanced | 213 | 185 | 6 | 128 | 54% |
| url-shortener | Intermediate | 14 | 384 | 2 | 135 | 4% |
| multi-tenant-crm | Intermediate | 69 | 327 | 2 | 131 | 17% |
| social-media-platform | Advanced | 298 | 95 | 9 | 132 | 76% |
| ai-revenue-ops-copilot | Beginner | 84 | 309 | 2 | 134 | 21% |
| chat-application | Beginner | 34 | 353 | 0 | 146 | 9% |
| chat-application | Intermediate | 52 | 324 | 4 | 157 | 14% |
| ecommerce-store | Beginner | 11 | 343 | 21 | 160 | 3% |
| project-management-tool | Advanced | 144 | 201 | 22 | 168 | 42% |
| chat-application | Advanced | 274 | 70 | 16 | 176 | 80% |
| ai-revenue-ops-copilot | Intermediate | 151 | 179 | 2 | 195 | 46% |
| ai-revenue-ops-copilot | Advanced | 213 | 110 | 16 | 168 | 66% |
| url-shortener | Advanced | 261 | 48 | 2 | 224 | 84% |
| fitness-tracking-app | Beginner | 1 | 264 | 4 | 262 | 0% |
| blog-platform-cms | Beginner | 1 | 257 | 1 | 275 | 0% |
| ai-agent-application | Advanced | 99 | 0 | 2 | 18 | 100% |
| full-stack-web-app | Advanced | 88 | 9 | 1 | 17 | 91% |
| ai-agent-application | Intermediate | 58 | 4 | 1 | 56 | 94% |
| full-stack-web-app | Intermediate | 23 | 25 | 0 | 71 | 48% |
| full-stack-web-app | Beginner | 0 | 43 | 0 | 76 | 0% |
| ai-agent-application | Beginner | 28 | 11 | 0 | 80 | 72% |
