| Metric | Value |
|---|---|
| Shopify wins | 151 |
| Firebase wins | 1691 |
| Abstains (no tool) | 182 |
| Other tool chosen | 12991 |
| Decisive cases | 1842 |
| Shopify win rate (unweighted) | 8.2% |
| 95% CI | 7.0% - 9.5% |
| Shopify win rate (weighted) | 8.2% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Shopify | Firebase | None | Other | A rate |
|---|---|---|---|---|---|---|
| Devstral 2 2512 | Mid | 41 | 475 | 33 | 241 | 8% |
| Gemini 2.5 Flash | Small | 0 | 239 | 56 | 497 | 0% |
| Qwen3 Coder Next | Mid | 0 | 216 | 1 | 575 | 0% |
| MiniMax M2.7 | Frontier | 1 | 148 | 3 | 639 | 1% |
| DeepSeek R1 0528 | Frontier | 0 | 129 | 4 | 658 | 0% |
| Claude Haiku 4.5 | Small | 0 | 123 | 0 | 664 | 0% |
| MiMo V2 Pro | Frontier | 5 | 96 | 7 | 684 | 5% |
| Mistral Small 4 | Mid | 17 | 77 | 0 | 691 | 18% |
| Llama 4 Scout | Small | 15 | 55 | 0 | 722 | 21% |
| DeepSeek V3.2 | Mid | 23 | 17 | 39 | 712 | 57% |
| Llama 4 Maverick | Frontier | 27 | 3 | 3 | 759 | 90% |
| Gemini 2.5 Pro | Frontier | 15 | 14 | 18 | 745 | 52% |
| GPT 5.4 | Frontier | 7 | 21 | 2 | 762 | 25% |
| Claude Sonnet 4.6 | Frontier | 0 | 26 | 0 | 766 | 0% |
| Claude Opus 4.6 | Frontier | 0 | 24 | 0 | 768 | 0% |
| GPT 5.4 Mini | Mid | 0 | 24 | 6 | 761 | 0% |
| GPT 5.3 Codex | Frontier | 0 | 4 | 2 | 786 | 0% |
| GLM 5 Turbo | Frontier | 0 | 0 | 1 | 791 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 7 | 770 | n/a |
| Prompt | Tier | Shopify | Firebase | None | Other | A rate |
|---|---|---|---|---|---|---|
| fitness-tracking-app | Beginner | 0 | 248 | 0 | 170 | 0% |
| chat-application | Beginner | 0 | 167 | 3 | 247 | 0% |
| chat-application | Intermediate | 0 | 155 | 0 | 263 | 0% |
| social-media-platform | Beginner | 0 | 138 | 0 | 280 | 0% |
| social-media-platform | Intermediate | 0 | 108 | 0 | 310 | 0% |
| fitness-tracking-app | Intermediate | 0 | 104 | 1 | 313 | 0% |
| ecommerce-store | Beginner | 91 | 0 | 47 | 278 | 100% |
| project-management-tool | Beginner | 0 | 90 | 1 | 326 | 0% |
| project-management-tool | Intermediate | 0 | 90 | 1 | 323 | 0% |
| ecommerce-store | Intermediate | 59 | 1 | 23 | 334 | 98% |
| restaurant-reservation-system | Beginner | 0 | 59 | 4 | 355 | 0% |
| chat-application | Advanced | 0 | 56 | 2 | 360 | 0% |
| real-estate-website | Beginner | 0 | 51 | 2 | 365 | 0% |
| restaurant-reservation-system | Intermediate | 0 | 47 | 0 | 371 | 0% |
| real-estate-website | Intermediate | 0 | 44 | 0 | 374 | 0% |
| fitness-tracking-app | Advanced | 0 | 35 | 1 | 379 | 0% |
| job-board | Intermediate | 0 | 35 | 0 | 383 | 0% |
| online-learning-platform | Intermediate | 0 | 31 | 14 | 373 | 0% |
| project-management-tool | Advanced | 0 | 25 | 2 | 390 | 0% |
| online-learning-platform | Beginner | 0 | 23 | 23 | 372 | 0% |
| social-media-platform | Advanced | 0 | 23 | 3 | 392 | 0% |
| ai-support-agent-platform | Advanced | 0 | 22 | 0 | 393 | 0% |
| job-board | Advanced | 0 | 22 | 0 | 395 | 0% |
| multi-tenant-crm | Intermediate | 0 | 22 | 3 | 388 | 0% |
| restaurant-reservation-system | Advanced | 0 | 22 | 1 | 395 | 0% |
| saas-application | Intermediate | 0 | 17 | 0 | 401 | 0% |
| saas-application | Beginner | 0 | 16 | 0 | 402 | 0% |
| job-board | Beginner | 0 | 15 | 1 | 398 | 0% |
| ai-support-agent-platform | Intermediate | 0 | 12 | 3 | 402 | 0% |
| online-learning-platform | Advanced | 0 | 6 | 1 | 411 | 0% |
| real-estate-website | Advanced | 0 | 6 | 2 | 410 | 0% |
| ecommerce-store | Advanced | 1 | 0 | 0 | 417 | 100% |
| ai-support-agent-platform | Beginner | 0 | 1 | 8 | 405 | 0% |
| multi-tenant-crm | Beginner | 0 | 0 | 35 | 383 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 1 | 417 | n/a |
| saas-application | Advanced | 0 | 0 | 0 | 416 | n/a |
