| Metric | Value |
|---|---|
| Neon wins | 1818 |
| Supabase wins | 8522 |
| Abstains (no tool) | 1009 |
| Other tool chosen | 22634 |
| Decisive cases | 10340 |
| Neon win rate (unweighted) | 17.6% |
| 95% CI | 16.9% - 18.3% |
| Neon win rate (weighted) | 17.6% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Neon | Supabase | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 15 | 895 | 111 | 745 | 2% |
| DeepSeek Pro 4–4 0813 | Frontier | 70 | 159 | 11 | 218 | 31% |
| DeepSeek R1 | Frontier | 3 | 174 | 61 | 1537 | 2% |
| Devstral | Mid | 0 | 68 | 198 | 1411 | 0% |
| Gemini Flash 2.5–3.8 | Small | 12 | 255 | 107 | 1398 | 4% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 152 | 457 | 82 | 1087 | 25% |
| GLM 5 Turbo–5.3 | Frontier | 447 | 340 | 55 | 938 | 57% |
| GPT 5.4–6 Astra | Frontier | 207 | 423 | 25 | 1123 | 33% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 478 | 521 | 14 | 764 | 48% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 32 | 308 | 20 | 1414 | 9% |
| Haiku | Small | 0 | 278 | 14 | 1474 | 0% |
| Kimi 2.5–3 | Frontier | 268 | 882 | 37 | 562 | 23% |
| Llama Maverick | Frontier | 0 | 29 | 121 | 1619 | 0% |
| Llama Scout | Small | 0 | 6 | 30 | 1734 | 0% |
| MiMo Pro 2–2.6 | Frontier | 16 | 222 | 37 | 1493 | 7% |
| MiniMax M 2.7–3 | Frontier | 71 | 592 | 33 | 1075 | 11% |
| Mistral Small | Mid | 14 | 679 | 5 | 1041 | 2% |
| Opus 4.6–5.5 | Frontier | 18 | 471 | 33 | 1250 | 4% |
| Qwen Coder | Mid | 0 | 800 | 14 | 954 | 0% |
| Sonnet 4.6–5.5 | Frontier | 15 | 963 | 1 | 797 | 2% |
| Prompt | Tier | Neon | Supabase | None | Other | A rate |
|---|---|---|---|---|---|---|
| saas-application | Beginner | 83 | 340 | 0 | 173 | 20% |
| ai-support-agent-platform | Intermediate | 36 | 356 | 4 | 198 | 9% |
| real-estate-website | Beginner | 15 | 375 | 10 | 195 | 4% |
| ai-support-agent-platform | Beginner | 18 | 369 | 21 | 180 | 5% |
| saas-application | Intermediate | 111 | 259 | 1 | 223 | 30% |
| restaurant-reservation-system | Beginner | 29 | 327 | 2 | 238 | 8% |
| job-board | Beginner | 39 | 291 | 0 | 266 | 12% |
| ai-revenue-ops-copilot | Beginner | 29 | 296 | 0 | 257 | 9% |
| fitness-tracking-app | Intermediate | 44 | 275 | 0 | 277 | 14% |
| multi-tenant-crm | Beginner | 42 | 277 | 43 | 222 | 13% |
| online-learning-platform | Beginner | 50 | 240 | 35 | 269 | 17% |
| ai-support-agent-platform | Advanced | 77 | 201 | 3 | 303 | 28% |
| project-management-tool | Intermediate | 41 | 226 | 1 | 324 | 15% |
| project-management-tool | Beginner | 14 | 250 | 0 | 330 | 5% |
| fitness-tracking-app | Beginner | 6 | 251 | 0 | 339 | 2% |
| restaurant-reservation-system | Intermediate | 57 | 198 | 1 | 339 | 22% |
| social-media-platform | Beginner | 51 | 204 | 0 | 340 | 20% |
| job-board | Intermediate | 69 | 180 | 0 | 347 | 28% |
| chat-application | Intermediate | 64 | 180 | 3 | 349 | 26% |
| real-estate-website | Intermediate | 42 | 199 | 0 | 354 | 17% |
| url-shortener | Beginner | 18 | 208 | 13 | 357 | 8% |
| chat-application | Beginner | 35 | 176 | 17 | 362 | 17% |
| multi-tenant-crm | Intermediate | 58 | 144 | 2 | 386 | 29% |
| social-media-platform | Intermediate | 79 | 114 | 0 | 390 | 41% |
| ai-revenue-ops-copilot | Intermediate | 36 | 154 | 6 | 389 | 19% |
| url-shortener | Intermediate | 34 | 155 | 0 | 406 | 18% |
| online-learning-platform | Intermediate | 51 | 123 | 15 | 406 | 29% |
| ai-revenue-ops-copilot | Advanced | 68 | 99 | 6 | 402 | 41% |
| blog-platform-cms | Beginner | 13 | 137 | 196 | 249 | 9% |
| ecommerce-store | Beginner | 26 | 115 | 152 | 301 | 18% |
| saas-application | Advanced | 49 | 75 | 3 | 463 | 40% |
| real-estate-website | Advanced | 31 | 80 | 2 | 480 | 28% |
| saas-application | Beginner | 20 | 85 | 4 | 59 | 19% |
| restaurant-reservation-system | Advanced | 6 | 86 | 2 | 502 | 7% |
| real-estate-website | Beginner | 1 | 82 | 14 | 55 | 1% |
| online-learning-platform | Beginner | 14 | 68 | 13 | 75 | 17% |
| blog-platform-cms | Intermediate | 8 | 73 | 82 | 433 | 10% |
| saas-application | Intermediate | 19 | 58 | 0 | 94 | 25% |
| fitness-tracking-app | Advanced | 14 | 63 | 2 | 510 | 18% |
| restaurant-reservation-system | Beginner | 7 | 69 | 0 | 76 | 9% |
| multi-tenant-crm | Beginner | 9 | 62 | 12 | 82 | 13% |
| multi-tenant-crm | Advanced | 24 | 44 | 3 | 520 | 35% |
| job-board | Beginner | 7 | 61 | 9 | 94 | 10% |
| ecommerce-store | Intermediate | 18 | 45 | 89 | 442 | 29% |
| fitness-tracking-app | Beginner | 0 | 63 | 1 | 106 | 0% |
| job-board | Advanced | 19 | 42 | 1 | 529 | 31% |
| url-shortener | Beginner | 0 | 61 | 0 | 91 | 0% |
| project-management-tool | Advanced | 38 | 21 | 2 | 534 | 64% |
| online-learning-platform | Advanced | 17 | 41 | 3 | 535 | 29% |
| fitness-tracking-app | Intermediate | 5 | 53 | 0 | 94 | 9% |
| social-media-platform | Beginner | 13 | 44 | 2 | 112 | 23% |
| chat-application | Advanced | 7 | 47 | 1 | 541 | 13% |
| chat-application | Beginner | 7 | 45 | 3 | 112 | 13% |
| project-management-tool | Beginner | 1 | 45 | 6 | 100 | 2% |
| restaurant-reservation-system | Intermediate | 9 | 35 | 0 | 127 | 20% |
| chat-application | Intermediate | 10 | 30 | 0 | 130 | 25% |
| social-media-platform | Advanced | 12 | 27 | 6 | 546 | 31% |
| real-estate-website | Intermediate | 5 | 31 | 1 | 115 | 14% |
| job-board | Intermediate | 12 | 16 | 4 | 120 | 43% |
| social-media-platform | Intermediate | 9 | 19 | 3 | 121 | 32% |
| project-management-tool | Intermediate | 4 | 23 | 0 | 125 | 15% |
| ecommerce-store | Beginner | 4 | 22 | 53 | 72 | 15% |
| multi-tenant-crm | Intermediate | 10 | 14 | 2 | 126 | 42% |
| online-learning-platform | Intermediate | 6 | 16 | 5 | 125 | 27% |
| saas-application | Advanced | 9 | 11 | 14 | 136 | 45% |
| ai-agent-application | Beginner | 6 | 14 | 2 | 156 | 30% |
| blog-platform-cms | Advanced | 4 | 16 | 1 | 572 | 20% |
| ecommerce-store | Intermediate | 3 | 13 | 5 | 148 | 19% |
| url-shortener | Advanced | 4 | 11 | 0 | 579 | 27% |
| url-shortener | Intermediate | 0 | 15 | 0 | 137 | 0% |
| real-estate-website | Advanced | 8 | 6 | 0 | 156 | 57% |
| full-stack-web-app | Beginner | 3 | 11 | 0 | 164 | 21% |
| ai-agent-application | Intermediate | 4 | 8 | 1 | 165 | 33% |
| blog-platform-cms | Beginner | 2 | 10 | 61 | 96 | 17% |
| job-board | Advanced | 5 | 6 | 5 | 155 | 45% |
| restaurant-reservation-system | Advanced | 3 | 7 | 3 | 138 | 30% |
| multi-tenant-crm | Advanced | 2 | 6 | 5 | 157 | 25% |
| online-learning-platform | Advanced | 5 | 2 | 3 | 142 | 71% |
| project-management-tool | Advanced | 5 | 2 | 1 | 143 | 71% |
| chat-application | Advanced | 1 | 6 | 5 | 140 | 14% |
| social-media-platform | Advanced | 3 | 3 | 9 | 155 | 50% |
| fitness-tracking-app | Advanced | 0 | 4 | 0 | 167 | 0% |
| blog-platform-cms | Advanced | 0 | 3 | 4 | 162 | 0% |
| full-stack-web-app | Intermediate | 1 | 1 | 0 | 176 | 50% |
| ai-agent-application | Advanced | 0 | 1 | 4 | 171 | 0% |
| url-shortener | Advanced | 0 | 1 | 1 | 150 | 0% |
| blog-platform-cms | Intermediate | 0 | 0 | 23 | 129 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 1 | 151 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 1 | 595 | n/a |
| full-stack-web-app | Advanced | 0 | 0 | 1 | 177 | n/a |
