| Metric | Value |
|---|---|
| Vercel wins | 4684 |
| AWS wins | 1638 |
| Abstains (no tool) | 112 |
| Other tool chosen | 1282 |
| Decisive cases | 6322 |
| Vercel win rate (unweighted) | 74.1% |
| 95% CI | 73.0% - 75.2% |
| Vercel win rate (weighted) | 74.1% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Vercel | AWS | None | Other | A rate |
|---|---|---|---|---|---|---|
| GPT 5.4 Mini | Mid | 305 | 80 | 5 | 16 | 79% |
| Claude Haiku 4.5 | Small | 274 | 109 | 0 | 16 | 72% |
| GPT 5.4 | Frontier | 294 | 87 | 0 | 27 | 77% |
| Claude Opus 4.6 | Frontier | 265 | 104 | 0 | 39 | 72% |
| DeepSeek V3.2 | Mid | 351 | 17 | 7 | 32 | 95% |
| Llama 4 Maverick | Frontier | 117 | 244 | 1 | 46 | 32% |
| GLM 5 Turbo | Frontier | 331 | 28 | 17 | 31 | 92% |
| GPT 5.3 Codex | Frontier | 231 | 124 | 0 | 52 | 65% |
| MiMo V2 Pro | Frontier | 136 | 202 | 5 | 65 | 40% |
| Qwen3 Coder Next | Mid | 303 | 32 | 15 | 57 | 90% |
| Gemini 2.5 Flash | Small | 179 | 152 | 15 | 62 | 54% |
| Gemini 2.5 Pro | Frontier | 316 | 4 | 5 | 83 | 99% |
| MiniMax M2.7 | Frontier | 270 | 42 | 5 | 89 | 87% |
| Kimi K2.5 | Frontier | 275 | 29 | 11 | 81 | 90% |
| Claude Sonnet 4.6 | Frontier | 278 | 21 | 0 | 109 | 93% |
| DeepSeek R1 0528 | Frontier | 164 | 130 | 4 | 109 | 56% |
| Mistral Small 4 | Mid | 281 | 2 | 2 | 121 | 99% |
| Llama 4 Scout | Small | 122 | 159 | 12 | 114 | 43% |
| Devstral 2 2512 | Mid | 192 | 72 | 8 | 133 | 73% |
| Prompt | Tier | Vercel | AWS | None | Other | A rate |
|---|---|---|---|---|---|---|
| weather-dashboard | Advanced | 138 | 12 | 0 | 1 | 92% |
| weather-dashboard | Beginner | 149 | 0 | 2 | 1 | 100% |
| saas-application | Intermediate | 123 | 26 | 2 | 1 | 83% |
| fitness-tracking-app | Intermediate | 127 | 21 | 0 | 4 | 86% |
| real-estate-website | Intermediate | 128 | 19 | 0 | 5 | 87% |
| saas-application | Beginner | 129 | 17 | 1 | 5 | 88% |
| restaurant-reservation-system | Beginner | 134 | 10 | 0 | 8 | 93% |
| weather-dashboard | Intermediate | 142 | 0 | 1 | 7 | 100% |
| real-estate-website | Beginner | 137 | 5 | 1 | 9 | 96% |
| documentation-site | Advanced | 138 | 3 | 0 | 11 | 98% |
| job-board | Beginner | 129 | 12 | 0 | 11 | 91% |
| job-board | Intermediate | 125 | 16 | 1 | 10 | 89% |
| real-estate-website | Advanced | 63 | 77 | 0 | 12 | 45% |
| documentation-site | Beginner | 139 | 0 | 4 | 9 | 100% |
| ai-support-agent-platform | Beginner | 128 | 10 | 2 | 11 | 93% |
| online-learning-platform | Intermediate | 114 | 24 | 8 | 6 | 83% |
| online-learning-platform | Beginner | 125 | 11 | 1 | 14 | 92% |
| url-shortener | Beginner | 130 | 4 | 1 | 17 | 97% |
| ai-support-agent-platform | Advanced | 69 | 65 | 1 | 15 | 51% |
| online-learning-platform | Advanced | 40 | 94 | 1 | 17 | 30% |
| restaurant-reservation-system | Intermediate | 110 | 23 | 0 | 19 | 83% |
| ai-support-agent-platform | Intermediate | 107 | 26 | 1 | 18 | 80% |
| saas-application | Advanced | 48 | 82 | 9 | 13 | 37% |
| fitness-tracking-app | Advanced | 45 | 85 | 2 | 19 | 35% |
| project-management-tool | Beginner | 124 | 5 | 0 | 22 | 96% |
| job-board | Advanced | 43 | 86 | 2 | 21 | 33% |
| social-media-platform | Intermediate | 105 | 23 | 0 | 24 | 82% |
| ecommerce-store | Advanced | 21 | 107 | 4 | 19 | 16% |
| social-media-platform | Beginner | 108 | 19 | 2 | 23 | 85% |
| ecommerce-store | Intermediate | 116 | 8 | 1 | 27 | 94% |
| multi-tenant-crm | Beginner | 103 | 21 | 14 | 14 | 83% |
| documentation-site | Intermediate | 123 | 0 | 4 | 25 | 100% |
| project-management-tool | Intermediate | 119 | 4 | 2 | 26 | 97% |
| multi-tenant-crm | Advanced | 15 | 102 | 7 | 28 | 13% |
| blog-platform-cms | Advanced | 50 | 64 | 0 | 37 | 44% |
| blog-platform-cms | Intermediate | 107 | 6 | 0 | 39 | 95% |
| chat-application | Beginner | 101 | 12 | 0 | 38 | 89% |
| chat-application | Intermediate | 97 | 16 | 1 | 38 | 86% |
| multi-tenant-crm | Intermediate | 85 | 27 | 1 | 35 | 76% |
| social-media-platform | Advanced | 28 | 82 | 2 | 40 | 25% |
| restaurant-reservation-system | Advanced | 25 | 83 | 2 | 42 | 23% |
| url-shortener | Intermediate | 102 | 3 | 1 | 45 | 97% |
| ecommerce-store | Beginner | 96 | 4 | 6 | 46 | 96% |
| ai-revenue-ops-copilot | Beginner | 78 | 22 | 2 | 47 | 78% |
| chat-application | Advanced | 19 | 79 | 5 | 49 | 19% |
| ai-revenue-ops-copilot | Advanced | 32 | 63 | 5 | 44 | 34% |
| ai-revenue-ops-copilot | Intermediate | 51 | 43 | 0 | 56 | 54% |
| url-shortener | Advanced | 15 | 79 | 1 | 56 | 16% |
| project-management-tool | Advanced | 56 | 37 | 9 | 49 | 60% |
| fitness-tracking-app | Beginner | 76 | 1 | 2 | 72 | 99% |
| blog-platform-cms | Beginner | 72 | 0 | 1 | 77 | 100% |
