| Metric | Value |
|---|---|
| Beehiiv wins | 6 |
| Memberstack wins | 6 |
| Abstains (no tool) | 189 |
| Other tool chosen | 15247 |
| Decisive cases | 12 |
| Beehiiv win rate (unweighted) | 50.0% |
| 95% CI | 25.4% - 74.6% |
| Beehiiv win rate (weighted) | 50.0% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Beehiiv | Memberstack | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 0 | 0 | 9 | 791 | n/a |
| DeepSeek Pro 4–4 0813 | Frontier | 0 | 0 | 2 | 166 | n/a |
| DeepSeek R1 | Frontier | 0 | 0 | 10 | 800 | n/a |
| Devstral | Mid | 0 | 6 | 0 | 760 | 0% |
| Gemini Flash 2.5–3.8 | Small | 0 | 0 | 13 | 796 | n/a |
| Gemini Pro 2.5–3.1 Preview | Frontier | 0 | 0 | 15 | 794 | n/a |
| GLM 5 Turbo–5.3 | Frontier | 2 | 0 | 24 | 783 | 100% |
| GPT 5.4–6 Astra | Frontier | 3 | 0 | 3 | 802 | 100% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 0 | 0 | 5 | 805 | n/a |
| GPT Mini 5.4 Mini–6 Luna | Mid | 1 | 0 | 11 | 795 | 100% |
| Haiku | Small | 0 | 0 | 18 | 787 | n/a |
| Kimi 2.5–3 | Frontier | 0 | 0 | 14 | 789 | n/a |
| Llama Maverick | Frontier | 0 | 0 | 0 | 810 | n/a |
| Llama Scout | Small | 0 | 0 | 31 | 777 | n/a |
| MiMo Pro 2–2.6 | Frontier | 0 | 0 | 4 | 798 | n/a |
| MiniMax M 2.7–3 | Frontier | 0 | 0 | 8 | 798 | n/a |
| Mistral Small | Mid | 0 | 0 | 0 | 799 | n/a |
| Opus 4.6–5.5 | Frontier | 0 | 0 | 9 | 801 | n/a |
| Qwen Coder | Mid | 0 | 0 | 13 | 786 | n/a |
| Sonnet 4.6–5.5 | Frontier | 0 | 0 | 0 | 810 | n/a |
| Prompt | Tier | Beehiiv | Memberstack | None | Other | A rate |
|---|---|---|---|---|---|---|
| blog-platform-cms | Beginner | 5 | 6 | 35 | 518 | 45% |
| blog-platform-cms | Beginner | 1 | 0 | 6 | 162 | 100% |
| blog-platform-cms | Advanced | 0 | 0 | 3 | 570 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 0 | 152 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 2 | 572 | n/a |
| blog-platform-cms | Advanced | 0 | 0 | 0 | 168 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 8 | 143 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 16 | 557 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 3 | 149 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 2 | 574 | n/a |
| ecommerce-store | Intermediate | 0 | 0 | 2 | 574 | n/a |
| ecommerce-store | Intermediate | 0 | 0 | 0 | 168 | n/a |
| job-board | Beginner | 0 | 0 | 0 | 169 | n/a |
| job-board | Advanced | 0 | 0 | 1 | 575 | n/a |
| job-board | Intermediate | 0 | 0 | 0 | 152 | n/a |
| job-board | Beginner | 0 | 0 | 0 | 575 | n/a |
| job-board | Advanced | 0 | 0 | 1 | 170 | n/a |
| job-board | Intermediate | 0 | 0 | 0 | 576 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 1 | 163 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 4 | 571 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 3 | 561 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 0 | 152 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 1 | 569 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 2 | 168 | n/a |
| online-learning-platform | Advanced | 0 | 0 | 4 | 148 | n/a |
| online-learning-platform | Beginner | 0 | 0 | 6 | 164 | n/a |
| online-learning-platform | Advanced | 0 | 0 | 7 | 569 | n/a |
| online-learning-platform | Intermediate | 0 | 0 | 0 | 151 | n/a |
| online-learning-platform | Intermediate | 0 | 0 | 1 | 573 | n/a |
| online-learning-platform | Beginner | 0 | 0 | 2 | 573 | n/a |
| restaurant-reservation-system | Advanced | 0 | 0 | 3 | 149 | n/a |
| restaurant-reservation-system | Intermediate | 0 | 0 | 10 | 566 | n/a |
| restaurant-reservation-system | Intermediate | 0 | 0 | 1 | 170 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 9 | 567 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 0 | 152 | n/a |
| restaurant-reservation-system | Advanced | 0 | 0 | 5 | 571 | n/a |
| saas-application | Advanced | 0 | 0 | 31 | 544 | n/a |
| saas-application | Advanced | 0 | 0 | 9 | 161 | n/a |
| saas-application | Intermediate | 0 | 0 | 0 | 171 | n/a |
| saas-application | Beginner | 0 | 0 | 3 | 573 | n/a |
| saas-application | Intermediate | 0 | 0 | 5 | 571 | n/a |
| saas-application | Beginner | 0 | 0 | 3 | 166 | n/a |
