| Metric | Value |
|---|---|
| AWS wins | 1638 |
| Vercel wins | 4684 |
| Abstains (no tool) | 112 |
| Other tool chosen | 1282 |
| Decisive cases | 6322 |
| AWS win rate (unweighted) | 25.9% |
| 95% CI | 24.8% - 27.0% |
| AWS win rate (weighted) | 25.9% |
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 | 80 | 305 | 5 | 16 | 21% |
| Claude Haiku 4.5 | Small | 109 | 274 | 0 | 16 | 28% |
| GPT 5.4 | Frontier | 87 | 294 | 0 | 27 | 23% |
| Claude Opus 4.6 | Frontier | 104 | 265 | 0 | 39 | 28% |
| DeepSeek V3.2 | Mid | 17 | 351 | 7 | 32 | 5% |
| Llama 4 Maverick | Frontier | 244 | 117 | 1 | 46 | 68% |
| GLM 5 Turbo | Frontier | 28 | 331 | 17 | 31 | 8% |
| GPT 5.3 Codex | Frontier | 124 | 231 | 0 | 52 | 35% |
| MiMo V2 Pro | Frontier | 202 | 136 | 5 | 65 | 60% |
| Qwen3 Coder Next | Mid | 32 | 303 | 15 | 57 | 10% |
| Gemini 2.5 Flash | Small | 152 | 179 | 15 | 62 | 46% |
| Gemini 2.5 Pro | Frontier | 4 | 316 | 5 | 83 | 1% |
| MiniMax M2.7 | Frontier | 42 | 270 | 5 | 89 | 13% |
| Kimi K2.5 | Frontier | 29 | 275 | 11 | 81 | 10% |
| Claude Sonnet 4.6 | Frontier | 21 | 278 | 0 | 109 | 7% |
| DeepSeek R1 0528 | Frontier | 130 | 164 | 4 | 109 | 44% |
| Mistral Small 4 | Mid | 2 | 281 | 2 | 121 | 1% |
| Llama 4 Scout | Small | 159 | 122 | 12 | 114 | 57% |
| Devstral 2 2512 | Mid | 72 | 192 | 8 | 133 | 27% |
| Prompt | Tier | AWS | Vercel | None | Other | A rate |
|---|---|---|---|---|---|---|
| weather-dashboard | Advanced | 12 | 138 | 0 | 1 | 8% |
| saas-application | Intermediate | 26 | 123 | 2 | 1 | 17% |
| weather-dashboard | Beginner | 0 | 149 | 2 | 1 | 0% |
| fitness-tracking-app | Intermediate | 21 | 127 | 0 | 4 | 14% |
| real-estate-website | Intermediate | 19 | 128 | 0 | 5 | 13% |
| saas-application | Beginner | 17 | 129 | 1 | 5 | 12% |
| restaurant-reservation-system | Beginner | 10 | 134 | 0 | 8 | 7% |
| real-estate-website | Beginner | 5 | 137 | 1 | 9 | 4% |
| weather-dashboard | Intermediate | 0 | 142 | 1 | 7 | 0% |
| job-board | Intermediate | 16 | 125 | 1 | 10 | 11% |
| job-board | Beginner | 12 | 129 | 0 | 11 | 9% |
| documentation-site | Advanced | 3 | 138 | 0 | 11 | 2% |
| real-estate-website | Advanced | 77 | 63 | 0 | 12 | 55% |
| documentation-site | Beginner | 0 | 139 | 4 | 9 | 0% |
| online-learning-platform | Intermediate | 24 | 114 | 8 | 6 | 17% |
| ai-support-agent-platform | Beginner | 10 | 128 | 2 | 11 | 7% |
| online-learning-platform | Beginner | 11 | 125 | 1 | 14 | 8% |
| online-learning-platform | Advanced | 94 | 40 | 1 | 17 | 70% |
| ai-support-agent-platform | Advanced | 65 | 69 | 1 | 15 | 49% |
| url-shortener | Beginner | 4 | 130 | 1 | 17 | 3% |
| ai-support-agent-platform | Intermediate | 26 | 107 | 1 | 18 | 20% |
| restaurant-reservation-system | Intermediate | 23 | 110 | 0 | 19 | 17% |
| fitness-tracking-app | Advanced | 85 | 45 | 2 | 19 | 65% |
| saas-application | Advanced | 82 | 48 | 9 | 13 | 63% |
| job-board | Advanced | 86 | 43 | 2 | 21 | 67% |
| project-management-tool | Beginner | 5 | 124 | 0 | 22 | 4% |
| ecommerce-store | Advanced | 107 | 21 | 4 | 19 | 84% |
| social-media-platform | Intermediate | 23 | 105 | 0 | 24 | 18% |
| social-media-platform | Beginner | 19 | 108 | 2 | 23 | 15% |
| multi-tenant-crm | Beginner | 21 | 103 | 14 | 14 | 17% |
| ecommerce-store | Intermediate | 8 | 116 | 1 | 27 | 6% |
| project-management-tool | Intermediate | 4 | 119 | 2 | 26 | 3% |
| documentation-site | Intermediate | 0 | 123 | 4 | 25 | 0% |
| multi-tenant-crm | Advanced | 102 | 15 | 7 | 28 | 87% |
| blog-platform-cms | Advanced | 64 | 50 | 0 | 37 | 56% |
| chat-application | Intermediate | 16 | 97 | 1 | 38 | 14% |
| chat-application | Beginner | 12 | 101 | 0 | 38 | 11% |
| blog-platform-cms | Intermediate | 6 | 107 | 0 | 39 | 5% |
| multi-tenant-crm | Intermediate | 27 | 85 | 1 | 35 | 24% |
| social-media-platform | Advanced | 82 | 28 | 2 | 40 | 75% |
| restaurant-reservation-system | Advanced | 83 | 25 | 2 | 42 | 77% |
| url-shortener | Intermediate | 3 | 102 | 1 | 45 | 3% |
| ai-revenue-ops-copilot | Beginner | 22 | 78 | 2 | 47 | 22% |
| ecommerce-store | Beginner | 4 | 96 | 6 | 46 | 4% |
| chat-application | Advanced | 79 | 19 | 5 | 49 | 81% |
| ai-revenue-ops-copilot | Advanced | 63 | 32 | 5 | 44 | 66% |
| url-shortener | Advanced | 79 | 15 | 1 | 56 | 84% |
| ai-revenue-ops-copilot | Intermediate | 43 | 51 | 0 | 56 | 46% |
| project-management-tool | Advanced | 37 | 56 | 9 | 49 | 40% |
| fitness-tracking-app | Beginner | 1 | 76 | 2 | 72 | 1% |
| blog-platform-cms | Beginner | 0 | 72 | 1 | 77 | 0% |
