| Metric | Value |
|---|---|
| Shopify wins | 226 |
| Firebase wins | 2724 |
| Abstains (no tool) | 478 |
| Other tool chosen | 23787 |
| Decisive cases | 2950 |
| Shopify win rate (unweighted) | 7.7% |
| 95% CI | 6.8% - 8.7% |
| Shopify win rate (weighted) | 7.7% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Shopify | Firebase | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 35 | 41 | 63 | 1278 | 46% |
| DeepSeek Pro 4–4 0813 | Frontier | 1 | 23 | 8 | 319 | 4% |
| DeepSeek R1 | Frontier | 0 | 240 | 17 | 1165 | 0% |
| Devstral | Mid | 59 | 717 | 93 | 474 | 8% |
| Gemini Flash 2.5–3.8 | Small | 0 | 273 | 106 | 1043 | 0% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 16 | 27 | 34 | 1346 | 37% |
| GLM 5 Turbo–5.3 | Frontier | 0 | 0 | 4 | 1420 | n/a |
| GPT 5.4–6 Astra | Frontier | 14 | 26 | 6 | 1375 | 35% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 4 | 11 | 7 | 1400 | 27% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 1 | 45 | 19 | 1354 | 2% |
| Haiku | Small | 0 | 197 | 60 | 1151 | 0% |
| Kimi 2.5–3 | Frontier | 0 | 1 | 11 | 1395 | 0% |
| Llama Maverick | Frontier | 35 | 6 | 4 | 1372 | 85% |
| Llama Scout | Small | 21 | 98 | 10 | 1284 | 18% |
| MiMo Pro 2–2.6 | Frontier | 6 | 154 | 18 | 1237 | 4% |
| MiniMax M 2.7–3 | Frontier | 1 | 209 | 8 | 1202 | 0% |
| Mistral Small | Mid | 32 | 150 | 0 | 1221 | 18% |
| Opus 4.6–5.5 | Frontier | 0 | 69 | 3 | 1351 | 0% |
| Qwen Coder | Mid | 1 | 396 | 5 | 1020 | 0% |
| Sonnet 4.6–5.5 | Frontier | 0 | 41 | 2 | 1380 | 0% |
| Prompt | Tier | Shopify | Firebase | None | Other | A rate |
|---|---|---|---|---|---|---|
| fitness-tracking-app | Beginner | 0 | 325 | 0 | 271 | 0% |
| chat-application | Beginner | 0 | 233 | 3 | 359 | 0% |
| chat-application | Intermediate | 0 | 209 | 0 | 387 | 0% |
| social-media-platform | Beginner | 0 | 181 | 0 | 415 | 0% |
| social-media-platform | Intermediate | 0 | 139 | 0 | 457 | 0% |
| fitness-tracking-app | Intermediate | 0 | 135 | 1 | 460 | 0% |
| ecommerce-store | Beginner | 122 | 1 | 55 | 416 | 99% |
| project-management-tool | Intermediate | 0 | 119 | 1 | 472 | 0% |
| project-management-tool | Beginner | 0 | 118 | 1 | 475 | 0% |
| fitness-tracking-app | Beginner | 0 | 100 | 1 | 67 | 0% |
| chat-application | Advanced | 0 | 80 | 2 | 514 | 0% |
| ecommerce-store | Intermediate | 75 | 1 | 26 | 491 | 99% |
| chat-application | Beginner | 0 | 76 | 8 | 83 | 0% |
| restaurant-reservation-system | Beginner | 0 | 70 | 4 | 522 | 0% |
| real-estate-website | Beginner | 0 | 60 | 2 | 534 | 0% |
| restaurant-reservation-system | Intermediate | 0 | 58 | 0 | 538 | 0% |
| social-media-platform | Beginner | 0 | 58 | 0 | 113 | 0% |
| real-estate-website | Intermediate | 0 | 55 | 0 | 541 | 0% |
| chat-application | Intermediate | 0 | 46 | 0 | 113 | 0% |
| online-learning-platform | Intermediate | 0 | 46 | 14 | 536 | 0% |
| job-board | Intermediate | 0 | 43 | 0 | 553 | 0% |
| fitness-tracking-app | Advanced | 0 | 42 | 2 | 549 | 0% |
| project-management-tool | Advanced | 0 | 33 | 3 | 559 | 0% |
| social-media-platform | Advanced | 0 | 31 | 5 | 560 | 0% |
| multi-tenant-crm | Intermediate | 0 | 29 | 3 | 559 | 0% |
| ecommerce-store | Beginner | 28 | 0 | 30 | 93 | 100% |
| online-learning-platform | Beginner | 0 | 28 | 31 | 537 | 0% |
| ai-support-agent-platform | Advanced | 0 | 27 | 1 | 564 | 0% |
| job-board | Advanced | 0 | 27 | 0 | 568 | 0% |
| social-media-platform | Intermediate | 0 | 27 | 3 | 119 | 0% |
| fitness-tracking-app | Intermediate | 0 | 26 | 0 | 126 | 0% |
| restaurant-reservation-system | Advanced | 0 | 26 | 1 | 569 | 0% |
| real-estate-website | Beginner | 0 | 23 | 15 | 114 | 0% |
| restaurant-reservation-system | Beginner | 0 | 23 | 9 | 120 | 0% |
| saas-application | Beginner | 0 | 20 | 0 | 576 | 0% |
| saas-application | Intermediate | 0 | 19 | 0 | 577 | 0% |
| job-board | Beginner | 0 | 18 | 10 | 143 | 0% |
| job-board | Beginner | 0 | 18 | 1 | 573 | 0% |
| project-management-tool | Intermediate | 0 | 18 | 0 | 133 | 0% |
| project-management-tool | Beginner | 0 | 18 | 3 | 131 | 0% |
| ai-support-agent-platform | Intermediate | 0 | 17 | 3 | 575 | 0% |
| online-learning-platform | Beginner | 0 | 17 | 9 | 144 | 0% |
| restaurant-reservation-system | Intermediate | 0 | 17 | 1 | 153 | 0% |
| saas-application | Beginner | 0 | 11 | 1 | 157 | 0% |
| online-learning-platform | Intermediate | 0 | 10 | 9 | 133 | 0% |
| online-learning-platform | Advanced | 0 | 9 | 1 | 586 | 0% |
| real-estate-website | Advanced | 0 | 9 | 2 | 585 | 0% |
| job-board | Intermediate | 0 | 7 | 13 | 132 | 0% |
| real-estate-website | Intermediate | 0 | 7 | 1 | 144 | 0% |
| chat-application | Advanced | 0 | 6 | 18 | 126 | 0% |
| multi-tenant-crm | Beginner | 0 | 2 | 21 | 142 | 0% |
| project-management-tool | Advanced | 0 | 2 | 8 | 141 | 0% |
| ecommerce-store | Advanced | 1 | 0 | 0 | 595 | 100% |
| ai-support-agent-platform | Beginner | 0 | 1 | 10 | 580 | 0% |
| job-board | Advanced | 0 | 1 | 1 | 169 | 0% |
| saas-application | Intermediate | 0 | 1 | 2 | 168 | 0% |
| social-media-platform | Advanced | 0 | 1 | 2 | 167 | 0% |
| ecommerce-store | Advanced | 0 | 0 | 6 | 146 | n/a |
| ecommerce-store | Intermediate | 0 | 0 | 9 | 159 | n/a |
| fitness-tracking-app | Advanced | 0 | 0 | 0 | 171 | n/a |
| full-stack-web-app | Beginner | 0 | 0 | 41 | 129 | n/a |
| full-stack-web-app | Intermediate | 0 | 0 | 6 | 163 | n/a |
| full-stack-web-app | Advanced | 0 | 0 | 3 | 161 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 2 | 594 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 42 | 554 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 5 | 145 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 4 | 166 | n/a |
| online-learning-platform | Advanced | 0 | 0 | 3 | 149 | n/a |
| real-estate-website | Advanced | 0 | 0 | 0 | 170 | n/a |
| restaurant-reservation-system | Advanced | 0 | 0 | 5 | 147 | n/a |
| saas-application | Advanced | 0 | 0 | 0 | 594 | n/a |
| saas-application | Advanced | 0 | 0 | 15 | 155 | n/a |
