| Metric | Value |
|---|---|
| Shopify Email wins | 72 |
| Amazon SES wins | 106 |
| Abstains (no tool) | 110 |
| Other tool chosen | 8066 |
| Decisive cases | 178 |
| Shopify Email win rate (unweighted) | 40.4% |
| 95% CI | 33.5% - 47.8% |
| Shopify Email win rate (weighted) | 40.4% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Shopify Email | Amazon SES | None | Other | A rate |
|---|---|---|---|---|---|---|
| Devstral 2 2512 | Mid | 27 | 16 | 0 | 396 | 63% |
| Claude Opus 4.6 | Frontier | 0 | 41 | 0 | 400 | 0% |
| Gemini 2.5 Flash | Small | 4 | 18 | 0 | 419 | 18% |
| GPT 5.3 Codex | Frontier | 0 | 15 | 1 | 425 | 0% |
| Mistral Small 4 | Mid | 14 | 0 | 0 | 424 | 100% |
| GPT 5.4 | Frontier | 7 | 4 | 1 | 429 | 64% |
| DeepSeek V3.2 | Mid | 6 | 3 | 4 | 422 | 67% |
| Llama 4 Maverick | Frontier | 4 | 2 | 0 | 435 | 67% |
| MiMo V2 Pro | Frontier | 5 | 0 | 2 | 434 | 100% |
| GPT 5.4 Mini | Mid | 0 | 5 | 5 | 431 | 0% |
| Gemini 2.5 Pro | Frontier | 2 | 0 | 9 | 430 | 100% |
| MiniMax M2.7 | Frontier | 1 | 1 | 7 | 430 | 50% |
| Llama 4 Scout | Small | 1 | 0 | 22 | 416 | 100% |
| Qwen3 Coder Next | Mid | 1 | 0 | 8 | 429 | 100% |
| DeepSeek R1 0528 | Frontier | 0 | 1 | 5 | 435 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 14 | 425 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 0 | 441 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 19 | 422 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 13 | 423 | n/a |
| Prompt | Tier | Shopify Email | Amazon SES | None | Other | A rate |
|---|---|---|---|---|---|---|
| ecommerce-store | Beginner | 62 | 0 | 12 | 323 | 100% |
| multi-tenant-crm | Advanced | 0 | 50 | 3 | 346 | 0% |
| blog-platform-cms | Advanced | 0 | 22 | 3 | 374 | 0% |
| ecommerce-store | Intermediate | 10 | 1 | 1 | 387 | 91% |
| ecommerce-store | Advanced | 0 | 10 | 2 | 387 | 0% |
| job-board | Advanced | 0 | 5 | 0 | 394 | 0% |
| restaurant-reservation-system | Advanced | 0 | 5 | 3 | 391 | 0% |
| multi-tenant-crm | Intermediate | 0 | 4 | 1 | 388 | 0% |
| blog-platform-cms | Intermediate | 0 | 3 | 1 | 395 | 0% |
| online-learning-platform | Advanced | 0 | 2 | 7 | 390 | 0% |
| job-board | Beginner | 0 | 1 | 0 | 398 | 0% |
| multi-tenant-crm | Beginner | 0 | 1 | 2 | 389 | 0% |
| online-learning-platform | Beginner | 0 | 1 | 0 | 397 | 0% |
| restaurant-reservation-system | Intermediate | 0 | 1 | 9 | 389 | 0% |
| blog-platform-cms | Beginner | 0 | 0 | 26 | 366 | n/a |
| job-board | Intermediate | 0 | 0 | 0 | 399 | n/a |
| online-learning-platform | Intermediate | 0 | 0 | 1 | 397 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 8 | 391 | n/a |
| saas-application | Beginner | 0 | 0 | 3 | 396 | n/a |
| saas-application | Intermediate | 0 | 0 | 4 | 395 | n/a |
| saas-application | Advanced | 0 | 0 | 24 | 374 | n/a |
