| Metric | Value |
|---|---|
| Pinecone wins | 40 |
| Shopify wins | 47 |
| Abstains (no tool) | 1009 |
| Other tool chosen | 32887 |
| Decisive cases | 87 |
| Pinecone win rate (unweighted) | 46.0% |
| 95% CI | 35.9% - 56.4% |
| Pinecone win rate (weighted) | 46.0% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Pinecone | Shopify | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 1 | 0 | 111 | 1654 | 100% |
| DeepSeek Pro 4–4 0813 | Frontier | 1 | 0 | 11 | 446 | 100% |
| DeepSeek R1 | Frontier | 0 | 0 | 61 | 1714 | n/a |
| Devstral | Mid | 14 | 0 | 198 | 1465 | 100% |
| Gemini Flash 2.5–3.8 | Small | 0 | 0 | 107 | 1665 | n/a |
| Gemini Pro 2.5–3.1 Preview | Frontier | 0 | 13 | 82 | 1683 | 0% |
| GLM 5 Turbo–5.3 | Frontier | 0 | 0 | 55 | 1725 | n/a |
| GPT 5.4–6 Astra | Frontier | 0 | 5 | 25 | 1748 | 0% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 0 | 1 | 14 | 1762 | 0% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 0 | 0 | 20 | 1754 | n/a |
| Haiku | Small | 0 | 0 | 14 | 1752 | n/a |
| Kimi 2.5–3 | Frontier | 1 | 0 | 37 | 1711 | 100% |
| Llama Maverick | Frontier | 0 | 0 | 121 | 1648 | n/a |
| Llama Scout | Small | 2 | 11 | 30 | 1727 | 15% |
| MiMo Pro 2–2.6 | Frontier | 6 | 0 | 37 | 1725 | 100% |
| MiniMax M 2.7–3 | Frontier | 0 | 0 | 33 | 1738 | n/a |
| Mistral Small | Mid | 12 | 17 | 5 | 1705 | 41% |
| Opus 4.6–5.5 | Frontier | 0 | 0 | 33 | 1739 | n/a |
| Qwen Coder | Mid | 3 | 0 | 14 | 1751 | 100% |
| Sonnet 4.6–5.5 | Frontier | 0 | 0 | 1 | 1775 | n/a |
| Prompt | Tier | Pinecone | Shopify | None | Other | A rate |
|---|---|---|---|---|---|---|
| ecommerce-store | Beginner | 0 | 29 | 152 | 413 | 0% |
| ai-revenue-ops-copilot | Beginner | 18 | 0 | 0 | 564 | 100% |
| ecommerce-store | Intermediate | 0 | 14 | 89 | 491 | 0% |
| ai-revenue-ops-copilot | Advanced | 13 | 0 | 6 | 556 | 100% |
| ai-support-agent-platform | Intermediate | 5 | 0 | 4 | 585 | 100% |
| ecommerce-store | Beginner | 0 | 4 | 53 | 94 | 0% |
| ai-agent-application | Advanced | 2 | 0 | 4 | 170 | 100% |
| ai-revenue-ops-copilot | Intermediate | 2 | 0 | 6 | 577 | 100% |
| ai-agent-application | Beginner | 0 | 0 | 2 | 176 | n/a |
| ai-agent-application | Intermediate | 0 | 0 | 1 | 177 | n/a |
| ai-support-agent-platform | Advanced | 0 | 0 | 3 | 581 | n/a |
| ai-support-agent-platform | Beginner | 0 | 0 | 21 | 567 | n/a |
| blog-platform-cms | Advanced | 0 | 0 | 1 | 592 | n/a |
| blog-platform-cms | Beginner | 0 | 0 | 196 | 399 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 23 | 129 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 82 | 514 | n/a |
| blog-platform-cms | Beginner | 0 | 0 | 61 | 108 | n/a |
| blog-platform-cms | Advanced | 0 | 0 | 4 | 165 | n/a |
| chat-application | Intermediate | 0 | 0 | 0 | 170 | n/a |
| chat-application | Advanced | 0 | 0 | 1 | 595 | n/a |
| chat-application | Intermediate | 0 | 0 | 3 | 593 | n/a |
| chat-application | Beginner | 0 | 0 | 17 | 573 | n/a |
| chat-application | Beginner | 0 | 0 | 3 | 164 | n/a |
| chat-application | Advanced | 0 | 0 | 5 | 147 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 1 | 151 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 1 | 595 | n/a |
| ecommerce-store | Intermediate | 0 | 0 | 5 | 164 | n/a |
| fitness-tracking-app | Advanced | 0 | 0 | 0 | 171 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 0 | 596 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 0 | 596 | n/a |
| fitness-tracking-app | Advanced | 0 | 0 | 2 | 587 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 0 | 152 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 1 | 169 | n/a |
| full-stack-web-app | Beginner | 0 | 0 | 0 | 178 | n/a |
| full-stack-web-app | Intermediate | 0 | 0 | 0 | 178 | n/a |
| full-stack-web-app | Advanced | 0 | 0 | 1 | 177 | n/a |
| job-board | Beginner | 0 | 0 | 9 | 162 | n/a |
| job-board | Advanced | 0 | 0 | 1 | 590 | n/a |
| job-board | Intermediate | 0 | 0 | 4 | 148 | n/a |
| job-board | Beginner | 0 | 0 | 0 | 596 | n/a |
| job-board | Advanced | 0 | 0 | 5 | 166 | n/a |
| job-board | Intermediate | 0 | 0 | 0 | 596 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 12 | 153 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 3 | 588 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 43 | 541 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 2 | 150 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 2 | 588 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 5 | 165 | n/a |
| online-learning-platform | Advanced | 0 | 0 | 3 | 149 | n/a |
| online-learning-platform | Beginner | 0 | 0 | 13 | 157 | n/a |
| online-learning-platform | Advanced | 0 | 0 | 3 | 593 | n/a |
| online-learning-platform | Intermediate | 0 | 0 | 5 | 147 | n/a |
| online-learning-platform | Intermediate | 0 | 0 | 15 | 580 | n/a |
| online-learning-platform | Beginner | 0 | 0 | 35 | 559 | n/a |
| project-management-tool | Beginner | 0 | 0 | 0 | 594 | n/a |
| project-management-tool | Advanced | 0 | 0 | 1 | 150 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 0 | 152 | n/a |
| project-management-tool | Advanced | 0 | 0 | 2 | 593 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 1 | 591 | n/a |
| project-management-tool | Beginner | 0 | 0 | 6 | 146 | n/a |
| real-estate-website | Beginner | 0 | 0 | 10 | 585 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 0 | 595 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 1 | 151 | n/a |
| real-estate-website | Advanced | 0 | 0 | 2 | 591 | n/a |
| real-estate-website | Beginner | 0 | 0 | 14 | 138 | n/a |
| real-estate-website | Advanced | 0 | 0 | 0 | 170 | n/a |
| restaurant-reservation-system | Advanced | 0 | 0 | 3 | 148 | n/a |
| restaurant-reservation-system | Intermediate | 0 | 0 | 1 | 594 | n/a |
| restaurant-reservation-system | Intermediate | 0 | 0 | 0 | 171 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 2 | 594 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 0 | 152 | n/a |
| restaurant-reservation-system | Advanced | 0 | 0 | 2 | 594 | n/a |
| saas-application | Advanced | 0 | 0 | 3 | 587 | n/a |
| saas-application | Advanced | 0 | 0 | 14 | 156 | n/a |
| saas-application | Intermediate | 0 | 0 | 0 | 171 | n/a |
| saas-application | Beginner | 0 | 0 | 0 | 596 | n/a |
| saas-application | Intermediate | 0 | 0 | 1 | 593 | n/a |
| saas-application | Beginner | 0 | 0 | 4 | 164 | n/a |
| social-media-platform | Beginner | 0 | 0 | 0 | 595 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 0 | 583 | n/a |
| social-media-platform | Advanced | 0 | 0 | 6 | 585 | n/a |
| social-media-platform | Advanced | 0 | 0 | 9 | 161 | n/a |
| social-media-platform | Beginner | 0 | 0 | 2 | 169 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 3 | 149 | n/a |
| url-shortener | Advanced | 0 | 0 | 0 | 594 | n/a |
| url-shortener | Intermediate | 0 | 0 | 0 | 595 | n/a |
| url-shortener | Beginner | 0 | 0 | 0 | 152 | n/a |
| url-shortener | Beginner | 0 | 0 | 13 | 583 | n/a |
| url-shortener | Intermediate | 0 | 0 | 0 | 152 | n/a |
| url-shortener | Advanced | 0 | 0 | 1 | 151 | n/a |
