Leading: Shopify (57.7%)
| Metric | Value |
|---|---|
| Google Cloud Platform (GCP) wins | 58 |
| Shopify wins | 79 |
| Abstains (no tool) | 121 |
| Other tool chosen | 8418 |
| Decisive cases | 137 |
| Google Cloud Platform (GCP) win rate (unweighted) | 42.3% |
| 95% CI | 34.4% - 50.7% |
| Google Cloud Platform (GCP) win rate (weighted) | 42.3% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Google Cloud Platform (GCP) | Shopify | None | Other | A rate |
|---|---|---|---|---|---|---|
| Gemini 2.5 Flash | Small | 19 | 14 | 17 | 409 | 58% |
| Devstral 2 2512 | Mid | 11 | 17 | 9 | 419 | 39% |
| Llama 4 Maverick | Frontier | 5 | 9 | 1 | 444 | 36% |
| DeepSeek V3.2 | Mid | 0 | 13 | 8 | 437 | 0% |
| Gemini 2.5 Pro | Frontier | 4 | 6 | 6 | 443 | 40% |
| MiniMax M2.7 | Frontier | 7 | 0 | 5 | 445 | 100% |
| DeepSeek R1 0528 | Frontier | 5 | 1 | 4 | 447 | 83% |
| Llama 4 Scout | Small | 3 | 3 | 14 | 436 | 50% |
| Mistral Small 4 | Mid | 1 | 5 | 2 | 448 | 17% |
| GPT 5.4 | Frontier | 0 | 5 | 0 | 453 | 0% |
| Qwen3 Coder Next | Mid | 0 | 4 | 15 | 439 | 0% |
| GPT 5.3 Codex | Frontier | 1 | 1 | 0 | 456 | 50% |
| GLM 5 Turbo | Frontier | 1 | 0 | 17 | 440 | 100% |
| GPT 5.4 Mini | Mid | 1 | 0 | 5 | 450 | 100% |
| MiMo V2 Pro | Frontier | 0 | 1 | 7 | 451 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 0 | 449 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 0 | 459 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 0 | 459 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 11 | 434 | n/a |
| Prompt | Tier | Google Cloud Platform (GCP) | Shopify | None | Other | A rate |
|---|---|---|---|---|---|---|
| ecommerce-store | Beginner | 0 | 51 | 6 | 114 | 0% |
| ecommerce-store | Intermediate | 0 | 28 | 1 | 142 | 0% |
| ai-revenue-ops-copilot | Beginner | 11 | 0 | 2 | 154 | 100% |
| social-media-platform | Advanced | 10 | 0 | 2 | 158 | 100% |
| chat-application | Intermediate | 9 | 0 | 1 | 161 | 100% |
| ai-revenue-ops-copilot | Advanced | 7 | 0 | 5 | 150 | 100% |
| chat-application | Advanced | 5 | 0 | 6 | 160 | 100% |
| ai-support-agent-platform | Advanced | 3 | 0 | 1 | 165 | 100% |
| restaurant-reservation-system | Advanced | 3 | 0 | 2 | 166 | 100% |
| fitness-tracking-app | Beginner | 2 | 0 | 2 | 166 | 100% |
| ai-support-agent-platform | Intermediate | 1 | 0 | 1 | 169 | 100% |
| chat-application | Beginner | 1 | 0 | 0 | 168 | 100% |
| ecommerce-store | Advanced | 1 | 0 | 4 | 165 | 100% |
| fitness-tracking-app | Advanced | 1 | 0 | 2 | 167 | 100% |
| multi-tenant-crm | Advanced | 1 | 0 | 7 | 163 | 100% |
| project-management-tool | Advanced | 1 | 0 | 10 | 159 | 100% |
| saas-application | Advanced | 1 | 0 | 9 | 161 | 100% |
| social-media-platform | Intermediate | 1 | 0 | 0 | 170 | 100% |
| ai-revenue-ops-copilot | Intermediate | 0 | 0 | 0 | 167 | n/a |
| ai-support-agent-platform | Beginner | 0 | 0 | 2 | 168 | n/a |
| blog-platform-cms | Advanced | 0 | 0 | 1 | 168 | n/a |
| blog-platform-cms | Beginner | 0 | 0 | 1 | 168 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 0 | 171 | n/a |
| documentation-site | Intermediate | 0 | 0 | 5 | 166 | n/a |
| documentation-site | Advanced | 0 | 0 | 0 | 170 | n/a |
| documentation-site | Beginner | 0 | 0 | 4 | 167 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 0 | 171 | n/a |
| job-board | Beginner | 0 | 0 | 0 | 171 | n/a |
| job-board | Intermediate | 0 | 0 | 1 | 170 | n/a |
| job-board | Advanced | 0 | 0 | 2 | 169 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 1 | 166 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 16 | 154 | n/a |
| online-learning-platform | Advanced | 0 | 0 | 1 | 170 | n/a |
| online-learning-platform | Intermediate | 0 | 0 | 9 | 162 | n/a |
| online-learning-platform | Beginner | 0 | 0 | 1 | 169 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 2 | 168 | n/a |
| project-management-tool | Beginner | 0 | 0 | 0 | 170 | n/a |
| real-estate-website | Advanced | 0 | 0 | 0 | 171 | n/a |
| real-estate-website | Beginner | 0 | 0 | 1 | 170 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 0 | 171 | n/a |
| restaurant-reservation-system | Intermediate | 0 | 0 | 0 | 171 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 0 | 171 | n/a |
| saas-application | Beginner | 0 | 0 | 1 | 170 | n/a |
| saas-application | Intermediate | 0 | 0 | 3 | 168 | n/a |
| social-media-platform | Beginner | 0 | 0 | 2 | 169 | n/a |
| url-shortener | Advanced | 0 | 0 | 1 | 169 | n/a |
| url-shortener | Intermediate | 0 | 0 | 1 | 169 | n/a |
| url-shortener | Beginner | 0 | 0 | 2 | 169 | n/a |
| weather-dashboard | Advanced | 0 | 0 | 0 | 170 | n/a |
| weather-dashboard | Beginner | 0 | 0 | 2 | 169 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 1 | 168 | n/a |
