| Metric | Value |
|---|---|
| Pinecone wins | 26 |
| Shopify wins | 30 |
| Abstains (no tool) | 561 |
| Other tool chosen | 18087 |
| Decisive cases | 56 |
| Pinecone win rate (unweighted) | 46.4% |
| 95% CI | 34.0% - 59.3% |
| Pinecone win rate (weighted) | 46.4% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Pinecone | Shopify | None | Other | A rate |
|---|---|---|---|---|---|---|
| Mistral Small 4 | Mid | 7 | 10 | 4 | 944 | 41% |
| Gemini 2.5 Pro | Frontier | 0 | 11 | 37 | 941 | 0% |
| Devstral 2 2512 | Mid | 10 | 0 | 125 | 855 | 100% |
| Llama 4 Scout | Small | 0 | 7 | 9 | 968 | 0% |
| MiMo V2 Pro | Frontier | 6 | 0 | 23 | 960 | 100% |
| GPT 5.4 | Frontier | 0 | 2 | 8 | 978 | 0% |
| DeepSeek V3.2 | Mid | 1 | 0 | 70 | 917 | 100% |
| Kimi K2.5 | Frontier | 1 | 0 | 18 | 946 | 100% |
| Qwen3 Coder Next | Mid | 1 | 0 | 9 | 974 | 100% |
| Claude Haiku 4.5 | Small | 0 | 0 | 0 | 979 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 27 | 961 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 0 | 990 | n/a |
| DeepSeek R1 0528 | Frontier | 0 | 0 | 27 | 960 | n/a |
| Gemini 2.5 Flash | Small | 0 | 0 | 61 | 926 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 34 | 956 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 4 | 984 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 9 | 978 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 73 | 910 | n/a |
| MiniMax M2.7 | Frontier | 0 | 0 | 23 | 960 | n/a |
| Prompt | Tier | Pinecone | Shopify | None | Other | A rate |
|---|---|---|---|---|---|---|
| ecommerce-store | Beginner | 0 | 19 | 120 | 277 | 0% |
| ecommerce-store | Intermediate | 0 | 11 | 75 | 332 | 0% |
| ai-revenue-ops-copilot | Beginner | 10 | 0 | 0 | 394 | 100% |
| ai-revenue-ops-copilot | Advanced | 10 | 0 | 5 | 387 | 100% |
| ai-support-agent-platform | Intermediate | 5 | 0 | 4 | 407 | 100% |
| ai-revenue-ops-copilot | Intermediate | 1 | 0 | 5 | 403 | 100% |
| ai-support-agent-platform | Beginner | 0 | 0 | 14 | 398 | n/a |
| ai-support-agent-platform | Advanced | 0 | 0 | 2 | 410 | n/a |
| blog-platform-cms | Advanced | 0 | 0 | 1 | 417 | n/a |
| blog-platform-cms | Beginner | 0 | 0 | 140 | 277 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 57 | 361 | n/a |
| chat-application | Intermediate | 0 | 0 | 2 | 416 | n/a |
| chat-application | Advanced | 0 | 0 | 1 | 417 | n/a |
| chat-application | Beginner | 0 | 0 | 13 | 401 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 1 | 417 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 0 | 417 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 0 | 418 | n/a |
| fitness-tracking-app | Advanced | 0 | 0 | 1 | 413 | n/a |
| job-board | Beginner | 0 | 0 | 0 | 418 | n/a |
| job-board | Intermediate | 0 | 0 | 0 | 418 | n/a |
| job-board | Advanced | 0 | 0 | 0 | 417 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 36 | 375 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 3 | 415 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 1 | 413 | n/a |
| online-learning-platform | Advanced | 0 | 0 | 3 | 415 | n/a |
| online-learning-platform | Intermediate | 0 | 0 | 15 | 403 | n/a |
| online-learning-platform | Beginner | 0 | 0 | 26 | 392 | n/a |
| project-management-tool | Beginner | 0 | 0 | 0 | 418 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 1 | 414 | n/a |
| project-management-tool | Advanced | 0 | 0 | 2 | 415 | n/a |
| real-estate-website | Beginner | 0 | 0 | 10 | 407 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 0 | 416 | n/a |
| real-estate-website | Advanced | 0 | 0 | 2 | 414 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 2 | 416 | n/a |
| restaurant-reservation-system | Intermediate | 0 | 0 | 0 | 418 | n/a |
| restaurant-reservation-system | Advanced | 0 | 0 | 2 | 416 | n/a |
| saas-application | Beginner | 0 | 0 | 0 | 418 | n/a |
| saas-application | Intermediate | 0 | 0 | 1 | 415 | n/a |
| saas-application | Advanced | 0 | 0 | 2 | 412 | n/a |
| social-media-platform | Beginner | 0 | 0 | 0 | 418 | n/a |
| social-media-platform | Advanced | 0 | 0 | 3 | 413 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 0 | 410 | n/a |
| url-shortener | Beginner | 0 | 0 | 11 | 407 | n/a |
| url-shortener | Advanced | 0 | 0 | 0 | 415 | n/a |
| url-shortener | Intermediate | 0 | 0 | 0 | 417 | n/a |
