| Metric | Value |
|---|---|
| AWS wins | 8077 |
| Vercel wins | 22029 |
| Abstains (no tool) | 637 |
| Other tool chosen | 6639 |
| Decisive cases | 30106 |
| AWS win rate (unweighted) | 26.8% |
| 95% CI | 26.3% - 27.3% |
| AWS win rate (weighted) | 26.8% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | AWS | Vercel | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 141 | 1532 | 32 | 243 | 8% |
| DeepSeek Pro 4–4 0813 | Frontier | 64 | 283 | 2 | 106 | 18% |
| DeepSeek R1 | Frontier | 629 | 772 | 15 | 541 | 45% |
| Devstral | Mid | 347 | 850 | 79 | 563 | 29% |
| Gemini Flash 2.5–3.8 | Small | 555 | 945 | 62 | 394 | 37% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 42 | 1524 | 19 | 372 | 3% |
| GLM 5 Turbo–5.3 | Frontier | 209 | 1506 | 69 | 176 | 12% |
| GPT 5.4–6 Astra | Frontier | 441 | 1336 | 1 | 173 | 25% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 585 | 1079 | 1 | 285 | 35% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 399 | 1406 | 41 | 100 | 22% |
| Haiku | Small | 511 | 1199 | 30 | 175 | 30% |
| Kimi 2.5–3 | Frontier | 250 | 1334 | 29 | 316 | 16% |
| Llama Maverick | Frontier | 1191 | 490 | 15 | 265 | 71% |
| Llama Scout | Small | 784 | 473 | 114 | 581 | 62% |
| MiMo Pro 2–2.6 | Frontier | 837 | 747 | 25 | 339 | 53% |
| MiniMax M 2.7–3 | Frontier | 167 | 1397 | 29 | 356 | 11% |
| Mistral Small | Mid | 22 | 1204 | 15 | 694 | 2% |
| Opus 4.6–5.5 | Frontier | 513 | 1234 | 12 | 202 | 29% |
| Qwen Coder | Mid | 201 | 1414 | 45 | 292 | 12% |
| Sonnet 4.6–5.5 | Frontier | 189 | 1304 | 2 | 466 | 13% |
| Prompt | Tier | AWS | Vercel | None | Other | A rate |
|---|---|---|---|---|---|---|
| weather-dashboard | Beginner | 0 | 571 | 3 | 2 | 0% |
| saas-application | Beginner | 64 | 497 | 1 | 14 | 11% |
| real-estate-website | Intermediate | 64 | 493 | 0 | 19 | 11% |
| weather-dashboard | Advanced | 46 | 511 | 0 | 15 | 8% |
| saas-application | Intermediate | 71 | 483 | 4 | 18 | 13% |
| fitness-tracking-app | Intermediate | 63 | 489 | 1 | 23 | 11% |
| real-estate-website | Beginner | 14 | 538 | 2 | 22 | 3% |
| restaurant-reservation-system | Beginner | 39 | 510 | 2 | 25 | 7% |
| weather-dashboard | Intermediate | 0 | 544 | 3 | 26 | 0% |
| job-board | Intermediate | 48 | 490 | 1 | 37 | 9% |
| job-board | Beginner | 37 | 498 | 1 | 40 | 7% |
| online-learning-platform | Intermediate | 71 | 454 | 15 | 36 | 14% |
| ai-support-agent-platform | Beginner | 51 | 472 | 6 | 40 | 10% |
| documentation-site | Advanced | 4 | 519 | 0 | 51 | 1% |
| real-estate-website | Advanced | 251 | 263 | 2 | 56 | 49% |
| online-learning-platform | Beginner | 48 | 466 | 5 | 55 | 9% |
| documentation-site | Beginner | 0 | 512 | 13 | 51 | 0% |
| restaurant-reservation-system | Intermediate | 76 | 432 | 0 | 68 | 15% |
| ai-support-agent-platform | Intermediate | 92 | 415 | 2 | 66 | 18% |
| fitness-tracking-app | Advanced | 328 | 177 | 5 | 62 | 65% |
| ai-support-agent-platform | Advanced | 243 | 262 | 3 | 52 | 48% |
| url-shortener | Beginner | 15 | 486 | 6 | 69 | 3% |
| saas-application | Advanced | 315 | 185 | 27 | 48 | 63% |
| online-learning-platform | Advanced | 331 | 167 | 4 | 69 | 66% |
| job-board | Advanced | 315 | 179 | 4 | 75 | 64% |
| social-media-platform | Intermediate | 96 | 390 | 2 | 86 | 20% |
| ecommerce-store | Advanced | 382 | 101 | 5 | 85 | 79% |
| project-management-tool | Beginner | 13 | 470 | 0 | 91 | 3% |
| multi-tenant-crm | Beginner | 73 | 403 | 42 | 55 | 15% |
| social-media-platform | Beginner | 58 | 418 | 9 | 90 | 12% |
| project-management-tool | Intermediate | 10 | 463 | 4 | 96 | 2% |
| ecommerce-store | Intermediate | 31 | 441 | 3 | 101 | 7% |
| documentation-site | Intermediate | 0 | 470 | 17 | 87 | 0% |
| multi-tenant-crm | Advanced | 401 | 54 | 16 | 105 | 88% |
| restaurant-reservation-system | Advanced | 332 | 111 | 3 | 130 | 75% |
| blog-platform-cms | Intermediate | 14 | 425 | 1 | 134 | 3% |
| url-shortener | Intermediate | 16 | 416 | 2 | 140 | 4% |
| blog-platform-cms | Advanced | 228 | 201 | 6 | 136 | 53% |
| multi-tenant-crm | Intermediate | 75 | 348 | 2 | 143 | 18% |
| social-media-platform | Advanced | 323 | 98 | 9 | 141 | 77% |
| ai-revenue-ops-copilot | Beginner | 89 | 331 | 2 | 146 | 21% |
| chat-application | Beginner | 35 | 381 | 0 | 155 | 8% |
| chat-application | Intermediate | 55 | 350 | 4 | 167 | 14% |
| ecommerce-store | Beginner | 11 | 370 | 21 | 172 | 3% |
| project-management-tool | Advanced | 160 | 215 | 22 | 175 | 43% |
| chat-application | Advanced | 293 | 72 | 16 | 192 | 80% |
| ai-revenue-ops-copilot | Intermediate | 162 | 190 | 2 | 212 | 46% |
| ai-revenue-ops-copilot | Advanced | 234 | 116 | 16 | 179 | 67% |
| url-shortener | Advanced | 277 | 49 | 2 | 245 | 85% |
| fitness-tracking-app | Beginner | 1 | 286 | 4 | 279 | 0% |
| blog-platform-cms | Beginner | 1 | 281 | 1 | 290 | 0% |
| saas-application | Intermediate | 19 | 150 | 0 | 2 | 11% |
| saas-application | Beginner | 21 | 146 | 0 | 2 | 13% |
| fitness-tracking-app | Advanced | 129 | 29 | 1 | 12 | 82% |
| job-board | Beginner | 12 | 142 | 4 | 13 | 8% |
| ecommerce-store | Intermediate | 23 | 130 | 3 | 13 | 15% |
| online-learning-platform | Beginner | 15 | 138 | 3 | 13 | 10% |
| real-estate-website | Intermediate | 19 | 131 | 1 | 1 | 13% |
| fitness-tracking-app | Intermediate | 16 | 133 | 0 | 3 | 11% |
| real-estate-website | Advanced | 94 | 52 | 1 | 23 | 64% |
| saas-application | Advanced | 97 | 46 | 17 | 10 | 68% |
| weather-dashboard | Beginner | 0 | 143 | 14 | 11 | 0% |
| multi-tenant-crm | Advanced | 126 | 14 | 7 | 23 | 90% |
| job-board | Advanced | 103 | 35 | 7 | 26 | 75% |
| weather-dashboard | Advanced | 19 | 116 | 18 | 2 | 14% |
| ai-agent-application | Advanced | 133 | 0 | 2 | 23 | 100% |
| restaurant-reservation-system | Intermediate | 27 | 106 | 4 | 34 | 20% |
| social-media-platform | Beginner | 21 | 112 | 4 | 34 | 16% |
| multi-tenant-crm | Beginner | 19 | 114 | 7 | 24 | 14% |
| weather-dashboard | Intermediate | 0 | 132 | 37 | 0 | 0% |
| online-learning-platform | Advanced | 108 | 23 | 8 | 13 | 82% |
| project-management-tool | Beginner | 6 | 123 | 2 | 20 | 5% |
| restaurant-reservation-system | Beginner | 17 | 111 | 4 | 20 | 13% |
| documentation-site | Intermediate | 0 | 128 | 9 | 30 | 0% |
| full-stack-web-app | Advanced | 115 | 10 | 1 | 26 | 92% |
| ecommerce-store | Advanced | 108 | 17 | 4 | 23 | 86% |
| social-media-platform | Intermediate | 45 | 80 | 2 | 22 | 36% |
| project-management-tool | Intermediate | 10 | 115 | 2 | 24 | 8% |
| real-estate-website | Beginner | 10 | 115 | 2 | 25 | 8% |
| documentation-site | Advanced | 2 | 122 | 3 | 42 | 2% |
| restaurant-reservation-system | Advanced | 104 | 13 | 3 | 32 | 89% |
| url-shortener | Beginner | 10 | 107 | 2 | 32 | 9% |
| documentation-site | Beginner | 0 | 114 | 17 | 21 | 0% |
| blog-platform-cms | Advanced | 83 | 28 | 2 | 54 | 75% |
| social-media-platform | Advanced | 89 | 20 | 7 | 53 | 82% |
| job-board | Intermediate | 11 | 97 | 6 | 37 | 10% |
| url-shortener | Advanced | 94 | 13 | 6 | 38 | 88% |
| fitness-tracking-app | Beginner | 9 | 98 | 5 | 58 | 8% |
| online-learning-platform | Intermediate | 28 | 78 | 9 | 37 | 26% |
| project-management-tool | Advanced | 65 | 38 | 12 | 36 | 63% |
| blog-platform-cms | Intermediate | 1 | 101 | 7 | 43 | 1% |
| multi-tenant-crm | Intermediate | 33 | 67 | 11 | 41 | 33% |
| chat-application | Beginner | 15 | 77 | 9 | 66 | 16% |
| chat-application | Advanced | 73 | 14 | 14 | 51 | 84% |
| url-shortener | Intermediate | 25 | 62 | 0 | 65 | 29% |
| ecommerce-store | Beginner | 8 | 79 | 21 | 43 | 9% |
| ai-agent-application | Intermediate | 79 | 4 | 1 | 74 | 95% |
| chat-application | Intermediate | 13 | 65 | 11 | 81 | 17% |
| blog-platform-cms | Beginner | 0 | 75 | 6 | 88 | 0% |
| full-stack-web-app | Intermediate | 29 | 32 | 0 | 97 | 48% |
| full-stack-web-app | Beginner | 0 | 59 | 0 | 99 | 0% |
| ai-agent-application | Beginner | 38 | 12 | 0 | 108 | 76% |
