| Metric | Value |
|---|---|
| AWS wins | 4338 |
| Vercel wins | 12954 |
| Abstains (no tool) | 282 |
| Other tool chosen | 3631 |
| Decisive cases | 17292 |
| AWS win rate (unweighted) | 25.1% |
| 95% CI | 24.4% - 25.7% |
| AWS win rate (weighted) | 25.1% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | AWS | Vercel | None | Other | A rate |
|---|---|---|---|---|---|---|
| GPT 5.4 | Frontier | 235 | 817 | 0 | 69 | 22% |
| GPT 5.4 Mini | Mid | 205 | 846 | 14 | 48 | 20% |
| Claude Haiku 4.5 | Small | 296 | 741 | 1 | 57 | 29% |
| Claude Opus 4.6 | Frontier | 291 | 720 | 0 | 111 | 29% |
| DeepSeek V3.2 | Mid | 39 | 960 | 21 | 97 | 4% |
| Llama 4 Maverick | Frontier | 653 | 325 | 1 | 143 | 67% |
| GLM 5 Turbo | Frontier | 61 | 914 | 50 | 97 | 6% |
| GPT 5.3 Codex | Frontier | 332 | 631 | 0 | 157 | 34% |
| Qwen3 Coder Next | Mid | 87 | 854 | 23 | 156 | 9% |
| Gemini 2.5 Pro | Frontier | 14 | 893 | 14 | 201 | 2% |
| 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% |
| DeepSeek R1 0528 | Frontier | 357 | 465 | 7 | 290 | 43% |
| Claude Sonnet 4.6 | Frontier | 52 | 770 | 1 | 299 | 6% |
| Llama 4 Scout | Small | 425 | 334 | 36 | 323 | 56% |
| Mistral Small 4 | Mid | 5 | 745 | 10 | 345 | 1% |
| Devstral 2 2512 | Mid | 193 | 556 | 20 | 350 | 26% |
| Prompt | Tier | AWS | Vercel | None | Other | A rate |
|---|---|---|---|---|---|---|
| weather-dashboard | Beginner | 0 | 414 | 3 | 1 | 0% |
| saas-application | Beginner | 51 | 356 | 1 | 10 | 13% |
| weather-dashboard | Advanced | 29 | 378 | 0 | 7 | 7% |
| real-estate-website | Intermediate | 47 | 355 | 0 | 16 | 12% |
| real-estate-website | Beginner | 11 | 388 | 2 | 17 | 3% |
| fitness-tracking-app | Intermediate | 47 | 351 | 1 | 19 | 12% |
| saas-application | Intermediate | 55 | 342 | 4 | 17 | 14% |
| weather-dashboard | Intermediate | 0 | 396 | 2 | 17 | 0% |
| restaurant-reservation-system | Beginner | 25 | 370 | 2 | 21 | 6% |
| job-board | Intermediate | 40 | 352 | 1 | 25 | 10% |
| job-board | Beginner | 28 | 355 | 1 | 34 | 7% |
| documentation-site | Advanced | 4 | 379 | 0 | 33 | 1% |
| online-learning-platform | Intermediate | 56 | 322 | 15 | 25 | 15% |
| ai-support-agent-platform | Beginner | 36 | 341 | 6 | 30 | 10% |
| online-learning-platform | Beginner | 35 | 336 | 3 | 43 | 9% |
| documentation-site | Beginner | 0 | 371 | 11 | 36 | 0% |
| restaurant-reservation-system | Intermediate | 56 | 312 | 0 | 50 | 15% |
| real-estate-website | Advanced | 184 | 182 | 2 | 47 | 50% |
| ai-support-agent-platform | Advanced | 179 | 186 | 2 | 41 | 49% |
| ai-support-agent-platform | Intermediate | 72 | 293 | 2 | 50 | 20% |
| online-learning-platform | Advanced | 249 | 115 | 4 | 48 | 68% |
| fitness-tracking-app | Advanced | 229 | 133 | 4 | 49 | 63% |
| job-board | Advanced | 237 | 123 | 3 | 55 | 66% |
| url-shortener | Beginner | 10 | 350 | 5 | 53 | 3% |
| saas-application | Advanced | 224 | 135 | 21 | 37 | 62% |
| social-media-platform | Intermediate | 75 | 279 | 1 | 62 | 21% |
| project-management-tool | Beginner | 11 | 341 | 0 | 65 | 3% |
| ecommerce-store | Advanced | 274 | 73 | 5 | 65 | 79% |
| social-media-platform | Beginner | 44 | 303 | 8 | 63 | 13% |
| multi-tenant-crm | Beginner | 60 | 283 | 36 | 38 | 17% |
| project-management-tool | Intermediate | 6 | 333 | 4 | 72 | 2% |
| documentation-site | Intermediate | 0 | 337 | 12 | 68 | 0% |
| ecommerce-store | Intermediate | 24 | 307 | 3 | 84 | 7% |
| multi-tenant-crm | Advanced | 284 | 41 | 15 | 78 | 87% |
| restaurant-reservation-system | Advanced | 234 | 83 | 3 | 98 | 74% |
| blog-platform-cms | Intermediate | 13 | 301 | 1 | 101 | 4% |
| multi-tenant-crm | Intermediate | 57 | 254 | 2 | 98 | 18% |
| blog-platform-cms | Advanced | 170 | 139 | 6 | 101 | 55% |
| social-media-platform | Advanced | 229 | 75 | 8 | 104 | 75% |
| url-shortener | Intermediate | 10 | 294 | 2 | 110 | 3% |
| chat-application | Beginner | 28 | 270 | 0 | 117 | 9% |
| ai-revenue-ops-copilot | Beginner | 68 | 229 | 2 | 111 | 23% |
| chat-application | Intermediate | 45 | 244 | 4 | 125 | 16% |
| chat-application | Advanced | 209 | 57 | 13 | 138 | 79% |
| ecommerce-store | Beginner | 9 | 257 | 18 | 132 | 3% |
| ai-revenue-ops-copilot | Intermediate | 113 | 141 | 2 | 153 | 44% |
| project-management-tool | Advanced | 102 | 152 | 21 | 141 | 40% |
| ai-revenue-ops-copilot | Advanced | 160 | 90 | 15 | 129 | 64% |
| url-shortener | Advanced | 207 | 39 | 2 | 169 | 84% |
| fitness-tracking-app | Beginner | 1 | 204 | 3 | 207 | 0% |
| blog-platform-cms | Beginner | 1 | 193 | 1 | 221 | 1% |
