| Metric | Value |
|---|---|
| Shopify wins | 180 |
| Firebase wins | 2081 |
| Abstains (no tool) | 255 |
| Other tool chosen | 16978 |
| Decisive cases | 2261 |
| Shopify win rate (unweighted) | 8.0% |
| 95% CI | 6.9% - 9.1% |
| Shopify win rate (weighted) | 8.0% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Shopify | Firebase | None | Other | A rate |
|---|---|---|---|---|---|---|
| Devstral 2 2512 | Mid | 50 | 592 | 46 | 328 | 8% |
| Qwen3 Coder Next | Mid | 1 | 278 | 2 | 739 | 0% |
| Gemini 2.5 Flash | Small | 0 | 244 | 61 | 520 | 0% |
| DeepSeek R1 0528 | Frontier | 0 | 162 | 11 | 845 | 0% |
| Claude Haiku 4.5 | Small | 0 | 158 | 5 | 846 | 0% |
| MiniMax M2.7 | Frontier | 1 | 155 | 3 | 665 | 1% |
| Mistral Small 4 | Mid | 23 | 103 | 0 | 882 | 18% |
| MiMo V2 Pro | Frontier | 5 | 101 | 8 | 711 | 5% |
| Llama 4 Scout | Small | 16 | 73 | 5 | 921 | 18% |
| DeepSeek V3.2 | Mid | 24 | 18 | 41 | 741 | 57% |
| Llama 4 Maverick | Frontier | 32 | 5 | 3 | 975 | 86% |
| GPT 5.4 Mini | Mid | 0 | 35 | 10 | 972 | 0% |
| Gemini 2.5 Pro | Frontier | 15 | 19 | 27 | 958 | 44% |
| Claude Sonnet 4.6 | Frontier | 0 | 33 | 0 | 986 | 0% |
| Claude Opus 4.6 | Frontier | 0 | 30 | 0 | 795 | 0% |
| GPT 5.4 | Frontier | 7 | 22 | 3 | 793 | 24% |
| MiMo V2.5 Pro | Frontier | 0 | 19 | 5 | 168 | 0% |
| DeepSeek V4 Pro | Frontier | 0 | 16 | 5 | 174 | 0% |
| DeepSeek V4 Flash | Mid | 3 | 11 | 3 | 171 | 21% |
| GPT 5.3 Codex | Frontier | 0 | 7 | 5 | 1007 | 0% |
| GPT 5.5 | Frontier | 3 | 0 | 0 | 188 | 100% |
| Claude Opus 4.8 | Frontier | 0 | 0 | 0 | 195 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 2 | 191 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 1 | 824 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 0 | 195 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 8 | 802 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 1 | 192 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 0 | 194 | n/a |
| Prompt | Tier | Shopify | Firebase | None | Other | A rate |
|---|---|---|---|---|---|---|
| fitness-tracking-app | Beginner | 0 | 297 | 0 | 221 | 0% |
| chat-application | Beginner | 0 | 207 | 3 | 307 | 0% |
| chat-application | Intermediate | 0 | 189 | 0 | 329 | 0% |
| social-media-platform | Beginner | 0 | 165 | 0 | 353 | 0% |
| social-media-platform | Intermediate | 0 | 126 | 0 | 392 | 0% |
| fitness-tracking-app | Intermediate | 0 | 123 | 1 | 394 | 0% |
| ecommerce-store | Beginner | 109 | 0 | 52 | 355 | 100% |
| project-management-tool | Intermediate | 0 | 109 | 1 | 404 | 0% |
| project-management-tool | Beginner | 0 | 108 | 1 | 407 | 0% |
| chat-application | Advanced | 0 | 73 | 2 | 443 | 0% |
| ecommerce-store | Intermediate | 67 | 1 | 26 | 422 | 99% |
| restaurant-reservation-system | Beginner | 0 | 65 | 4 | 449 | 0% |
| restaurant-reservation-system | Intermediate | 0 | 56 | 0 | 462 | 0% |
| real-estate-website | Beginner | 0 | 53 | 2 | 463 | 0% |
| real-estate-website | Intermediate | 0 | 51 | 0 | 467 | 0% |
| job-board | Intermediate | 0 | 41 | 0 | 476 | 0% |
| online-learning-platform | Intermediate | 0 | 41 | 14 | 463 | 0% |
| fitness-tracking-app | Advanced | 0 | 40 | 2 | 473 | 0% |
| project-management-tool | Advanced | 0 | 30 | 2 | 485 | 0% |
| social-media-platform | Advanced | 0 | 29 | 4 | 485 | 0% |
| ai-support-agent-platform | Advanced | 0 | 27 | 0 | 487 | 0% |
| multi-tenant-crm | Intermediate | 0 | 27 | 3 | 483 | 0% |
| online-learning-platform | Beginner | 0 | 26 | 29 | 463 | 0% |
| restaurant-reservation-system | Advanced | 0 | 26 | 1 | 491 | 0% |
| job-board | Advanced | 0 | 25 | 0 | 492 | 0% |
| saas-application | Beginner | 0 | 18 | 0 | 500 | 0% |
| saas-application | Intermediate | 0 | 18 | 0 | 500 | 0% |
| ai-support-agent-platform | Intermediate | 0 | 17 | 3 | 497 | 0% |
| job-board | Beginner | 0 | 15 | 1 | 498 | 0% |
| fitness-tracking-app | Beginner | 0 | 12 | 0 | 7 | 0% |
| chat-application | Beginner | 0 | 9 | 0 | 10 | 0% |
| online-learning-platform | Advanced | 0 | 8 | 1 | 509 | 0% |
| chat-application | Intermediate | 0 | 6 | 0 | 12 | 0% |
| real-estate-website | Advanced | 0 | 6 | 2 | 510 | 0% |
| social-media-platform | Beginner | 0 | 6 | 0 | 13 | 0% |
| restaurant-reservation-system | Beginner | 0 | 5 | 1 | 13 | 0% |
| real-estate-website | Beginner | 0 | 4 | 2 | 13 | 0% |
| ecommerce-store | Beginner | 3 | 0 | 5 | 11 | 100% |
| project-management-tool | Beginner | 0 | 3 | 0 | 16 | 0% |
| social-media-platform | Intermediate | 0 | 3 | 0 | 16 | 0% |
| fitness-tracking-app | Intermediate | 0 | 2 | 0 | 17 | 0% |
| job-board | Beginner | 0 | 2 | 0 | 17 | 0% |
| project-management-tool | Intermediate | 0 | 2 | 0 | 17 | 0% |
| restaurant-reservation-system | Intermediate | 0 | 2 | 0 | 17 | 0% |
| saas-application | Beginner | 0 | 2 | 0 | 17 | 0% |
| ecommerce-store | Advanced | 1 | 0 | 0 | 517 | 100% |
| ai-support-agent-platform | Beginner | 0 | 1 | 9 | 503 | 0% |
| job-board | Advanced | 0 | 1 | 0 | 18 | 0% |
| online-learning-platform | Beginner | 0 | 1 | 1 | 17 | 0% |
| online-learning-platform | Intermediate | 0 | 1 | 1 | 17 | 0% |
| project-management-tool | Advanced | 0 | 1 | 0 | 17 | 0% |
| real-estate-website | Intermediate | 0 | 1 | 1 | 17 | 0% |
| chat-application | Advanced | 0 | 0 | 1 | 17 | n/a |
| ecommerce-store | Intermediate | 0 | 0 | 1 | 18 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 0 | 19 | n/a |
| fitness-tracking-app | Advanced | 0 | 0 | 0 | 19 | n/a |
| full-stack-web-app | Advanced | 0 | 0 | 2 | 86 | n/a |
| full-stack-web-app | Beginner | 0 | 0 | 22 | 58 | n/a |
| full-stack-web-app | Intermediate | 0 | 0 | 3 | 90 | n/a |
| job-board | Intermediate | 0 | 0 | 2 | 17 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 41 | 477 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 2 | 516 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 3 | 15 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 1 | 18 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 1 | 18 | n/a |
| online-learning-platform | Advanced | 0 | 0 | 0 | 19 | n/a |
| real-estate-website | Advanced | 0 | 0 | 0 | 19 | n/a |
| restaurant-reservation-system | Advanced | 0 | 0 | 1 | 18 | n/a |
| saas-application | Advanced | 0 | 0 | 0 | 516 | n/a |
| saas-application | Intermediate | 0 | 0 | 0 | 19 | n/a |
| saas-application | Advanced | 0 | 0 | 1 | 18 | n/a |
| social-media-platform | Advanced | 0 | 0 | 0 | 19 | n/a |
