| Metric | Value |
|---|---|
| AWS wins | 5630 |
| Vercel wins | 15898 |
| Abstains (no tool) | 465 |
| Other tool chosen | 4609 |
| Decisive cases | 21528 |
| AWS win rate (unweighted) | 26.2% |
| 95% CI | 25.6% - 26.7% |
| AWS win rate (weighted) | 26.2% |
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 | 275 | 1037 | 22 | 61 | 21% |
| GPT 5.4 | Frontier | 288 | 969 | 1 | 88 | 23% |
| Claude Haiku 4.5 | Small | 368 | 888 | 18 | 98 | 29% |
| Llama 4 Maverick | Frontier | 840 | 374 | 8 | 182 | 69% |
| GPT 5.3 Codex | Frontier | 422 | 791 | 0 | 189 | 35% |
| Claude Opus 4.6 | Frontier | 359 | 852 | 5 | 131 | 30% |
| DeepSeek V3.2 | Mid | 45 | 1145 | 24 | 127 | 4% |
| GLM 5 Turbo | Frontier | 100 | 1076 | 63 | 108 | 9% |
| Qwen3 Coder Next | Mid | 129 | 1033 | 36 | 203 | 11% |
| Gemini 2.5 Pro | Frontier | 18 | 1106 | 15 | 263 | 2% |
| MiMo V2 Pro | Frontier | 625 | 463 | 22 | 236 | 57% |
| Claude Sonnet 4.6 | Frontier | 111 | 954 | 1 | 338 | 10% |
| Kimi K2.5 | Frontier | 121 | 921 | 26 | 251 | 12% |
| MiniMax M2.7 | Frontier | 131 | 904 | 19 | 284 | 13% |
| DeepSeek R1 0528 | Frontier | 450 | 564 | 10 | 376 | 44% |
| Gemini 2.5 Flash | Small | 436 | 566 | 52 | 290 | 44% |
| Llama 4 Scout | Small | 549 | 375 | 80 | 395 | 59% |
| Devstral 2 2512 | Mid | 255 | 659 | 52 | 435 | 28% |
| Mistral Small 4 | Mid | 9 | 889 | 11 | 474 | 1% |
| Claude Opus 4.8 | Frontier | 15 | 37 | 0 | 5 | 29% |
| MiniMax M3 | Frontier | 3 | 48 | 0 | 6 | 6% |
| Kimi K2.7 Code | Frontier | 11 | 39 | 0 | 6 | 22% |
| GLM 5.2 | Frontier | 11 | 38 | 0 | 8 | 22% |
| GPT 5.5 | Frontier | 16 | 31 | 0 | 10 | 34% |
| Gemini 3.5 Flash | Small | 7 | 40 | 0 | 10 | 15% |
| MiMo V2.5 Pro | Frontier | 21 | 25 | 0 | 10 | 46% |
| DeepSeek V4 Pro | Frontier | 3 | 43 | 0 | 11 | 7% |
| DeepSeek V4 Flash | Mid | 12 | 31 | 0 | 14 | 28% |
| Prompt | Tier | AWS | Vercel | None | Other | A rate |
|---|---|---|---|---|---|---|
| weather-dashboard | Beginner | 0 | 434 | 3 | 1 | 0% |
| saas-application | Beginner | 53 | 374 | 1 | 10 | 12% |
| weather-dashboard | Advanced | 31 | 394 | 0 | 9 | 7% |
| real-estate-website | Intermediate | 49 | 372 | 0 | 17 | 12% |
| real-estate-website | Beginner | 11 | 407 | 2 | 18 | 3% |
| fitness-tracking-app | Intermediate | 49 | 368 | 1 | 20 | 12% |
| saas-application | Intermediate | 58 | 358 | 4 | 18 | 14% |
| restaurant-reservation-system | Beginner | 27 | 388 | 2 | 21 | 7% |
| weather-dashboard | Intermediate | 0 | 414 | 2 | 19 | 0% |
| job-board | Intermediate | 40 | 370 | 1 | 27 | 10% |
| job-board | Beginner | 29 | 373 | 1 | 35 | 7% |
| documentation-site | Advanced | 4 | 398 | 0 | 34 | 1% |
| online-learning-platform | Intermediate | 57 | 339 | 15 | 27 | 14% |
| ai-support-agent-platform | Beginner | 39 | 357 | 6 | 31 | 10% |
| online-learning-platform | Beginner | 37 | 354 | 3 | 43 | 9% |
| documentation-site | Beginner | 0 | 390 | 11 | 37 | 0% |
| restaurant-reservation-system | Intermediate | 60 | 324 | 0 | 54 | 16% |
| real-estate-website | Advanced | 192 | 191 | 2 | 50 | 50% |
| ai-support-agent-platform | Advanced | 187 | 196 | 2 | 43 | 49% |
| ai-support-agent-platform | Intermediate | 75 | 308 | 2 | 52 | 20% |
| online-learning-platform | Advanced | 260 | 122 | 4 | 50 | 68% |
| job-board | Advanced | 248 | 131 | 3 | 56 | 65% |
| fitness-tracking-app | Advanced | 240 | 139 | 4 | 52 | 63% |
| saas-application | Advanced | 236 | 143 | 21 | 37 | 62% |
| url-shortener | Beginner | 10 | 367 | 5 | 56 | 3% |
| social-media-platform | Intermediate | 76 | 297 | 1 | 63 | 20% |
| project-management-tool | Beginner | 11 | 357 | 0 | 69 | 3% |
| ecommerce-store | Advanced | 290 | 76 | 5 | 66 | 79% |
| social-media-platform | Beginner | 45 | 318 | 8 | 66 | 12% |
| multi-tenant-crm | Beginner | 62 | 299 | 37 | 39 | 17% |
| project-management-tool | Intermediate | 7 | 348 | 4 | 76 | 2% |
| documentation-site | Intermediate | 0 | 355 | 12 | 70 | 0% |
| ecommerce-store | Intermediate | 24 | 325 | 3 | 86 | 7% |
| multi-tenant-crm | Advanced | 298 | 43 | 15 | 82 | 87% |
| restaurant-reservation-system | Advanced | 247 | 85 | 3 | 103 | 74% |
| blog-platform-cms | Intermediate | 13 | 317 | 1 | 105 | 4% |
| blog-platform-cms | Advanced | 178 | 147 | 6 | 103 | 55% |
| multi-tenant-crm | Intermediate | 58 | 265 | 2 | 106 | 18% |
| url-shortener | Intermediate | 11 | 308 | 2 | 115 | 3% |
| social-media-platform | Advanced | 239 | 77 | 8 | 112 | 76% |
| ai-revenue-ops-copilot | Beginner | 72 | 242 | 2 | 114 | 23% |
| chat-application | Beginner | 29 | 284 | 0 | 122 | 9% |
| chat-application | Intermediate | 46 | 257 | 4 | 131 | 15% |
| ecommerce-store | Beginner | 9 | 271 | 18 | 138 | 3% |
| chat-application | Advanced | 220 | 58 | 13 | 146 | 79% |
| project-management-tool | Advanced | 109 | 159 | 21 | 147 | 41% |
| ai-revenue-ops-copilot | Intermediate | 119 | 148 | 2 | 160 | 45% |
| ai-revenue-ops-copilot | Advanced | 172 | 92 | 15 | 135 | 65% |
| url-shortener | Advanced | 215 | 40 | 2 | 180 | 84% |
| fitness-tracking-app | Beginner | 1 | 216 | 3 | 214 | 0% |
| blog-platform-cms | Beginner | 1 | 204 | 1 | 230 | 0% |
| saas-application | Intermediate | 13 | 82 | 0 | 0 | 14% |
| real-estate-website | Intermediate | 13 | 81 | 1 | 0 | 14% |
| ecommerce-store | Intermediate | 16 | 77 | 0 | 2 | 17% |
| saas-application | Beginner | 11 | 82 | 0 | 2 | 12% |
| fitness-tracking-app | Intermediate | 10 | 83 | 0 | 2 | 11% |
| fitness-tracking-app | Advanced | 75 | 15 | 0 | 5 | 83% |
| weather-dashboard | Advanced | 11 | 75 | 8 | 1 | 13% |
| online-learning-platform | Beginner | 9 | 77 | 2 | 6 | 10% |
| real-estate-website | Advanced | 55 | 30 | 1 | 9 | 65% |
| job-board | Beginner | 7 | 78 | 3 | 7 | 8% |
| weather-dashboard | Beginner | 0 | 84 | 7 | 4 | 0% |
| online-learning-platform | Advanced | 67 | 15 | 4 | 9 | 82% |
| multi-tenant-crm | Advanced | 72 | 8 | 2 | 13 | 90% |
| restaurant-reservation-system | Beginner | 12 | 68 | 3 | 12 | 15% |
| social-media-platform | Intermediate | 29 | 50 | 1 | 12 | 37% |
| real-estate-website | Beginner | 5 | 74 | 1 | 15 | 6% |
| project-management-tool | Beginner | 3 | 76 | 1 | 15 | 4% |
| saas-application | Advanced | 56 | 22 | 12 | 5 | 72% |
| project-management-tool | Intermediate | 6 | 72 | 1 | 16 | 8% |
| job-board | Advanced | 59 | 18 | 4 | 14 | 77% |
| restaurant-reservation-system | Intermediate | 15 | 62 | 3 | 15 | 19% |
| weather-dashboard | Intermediate | 0 | 76 | 19 | 0 | 0% |
| ecommerce-store | Advanced | 66 | 9 | 4 | 16 | 88% |
| social-media-platform | Beginner | 11 | 64 | 2 | 18 | 15% |
| restaurant-reservation-system | Advanced | 63 | 11 | 1 | 20 | 85% |
| multi-tenant-crm | Beginner | 9 | 65 | 5 | 12 | 12% |
| url-shortener | Beginner | 8 | 66 | 0 | 20 | 11% |
| documentation-site | Intermediate | 0 | 72 | 7 | 16 | 0% |
| job-board | Intermediate | 7 | 64 | 3 | 20 | 10% |
| documentation-site | Beginner | 0 | 70 | 11 | 14 | 0% |
| blog-platform-cms | Advanced | 50 | 18 | 1 | 26 | 74% |
| online-learning-platform | Intermediate | 17 | 51 | 6 | 21 | 25% |
| url-shortener | Advanced | 59 | 8 | 3 | 24 | 88% |
| documentation-site | Advanced | 1 | 66 | 1 | 26 | 1% |
| multi-tenant-crm | Intermediate | 21 | 45 | 7 | 22 | 32% |
| project-management-tool | Advanced | 40 | 25 | 6 | 23 | 62% |
| blog-platform-cms | Intermediate | 1 | 64 | 6 | 24 | 2% |
| social-media-platform | Advanced | 49 | 12 | 4 | 29 | 80% |
| fitness-tracking-app | Beginner | 5 | 55 | 1 | 34 | 8% |
| url-shortener | Intermediate | 18 | 40 | 0 | 37 | 31% |
| chat-application | Advanced | 46 | 8 | 10 | 31 | 85% |
| ecommerce-store | Beginner | 6 | 48 | 12 | 29 | 11% |
| chat-application | Beginner | 9 | 43 | 5 | 38 | 17% |
| chat-application | Intermediate | 7 | 36 | 9 | 43 | 16% |
| blog-platform-cms | Beginner | 0 | 39 | 4 | 52 | 0% |
| full-stack-web-app | Advanced | 16 | 0 | 0 | 4 | 100% |
| ai-agent-application | Advanced | 15 | 0 | 1 | 4 | 100% |
| ai-agent-application | Intermediate | 11 | 1 | 0 | 8 | 92% |
| full-stack-web-app | Intermediate | 3 | 5 | 0 | 12 | 38% |
| ai-agent-application | Beginner | 4 | 3 | 0 | 13 | 57% |
| full-stack-web-app | Beginner | 0 | 6 | 0 | 14 | 0% |
