Leading: Shopify (59.1%)
| Metric | Value |
|---|---|
| Pinecone wins | 9 |
| Shopify wins | 13 |
| Abstains (no tool) | 294 |
| Other tool chosen | 9037 |
| Decisive cases | 22 |
| Pinecone win rate (unweighted) | 40.9% |
| 95% CI | 23.3% - 61.3% |
| Pinecone win rate (weighted) | 40.9% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Pinecone | Shopify | None | Other | A rate |
|---|---|---|---|---|---|---|
| Mistral Small 4 | Mid | 3 | 5 | 1 | 476 | 38% |
| Gemini 2.5 Pro | Frontier | 0 | 5 | 18 | 472 | 0% |
| Devstral 2 2512 | Mid | 3 | 0 | 68 | 422 | 100% |
| MiMo V2 Pro | Frontier | 2 | 0 | 9 | 483 | 100% |
| Llama 4 Scout | Small | 0 | 2 | 3 | 487 | 0% |
| DeepSeek V3.2 | Mid | 1 | 0 | 34 | 460 | 100% |
| GPT 5.4 | Frontier | 0 | 1 | 5 | 488 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 0 | 492 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 13 | 480 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 0 | 495 | n/a |
| DeepSeek R1 0528 | Frontier | 0 | 0 | 18 | 476 | n/a |
| Gemini 2.5 Flash | Small | 0 | 0 | 32 | 463 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 17 | 478 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 3 | 492 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 3 | 488 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 10 | 472 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 39 | 450 | n/a |
| MiniMax M2.7 | Frontier | 0 | 0 | 12 | 479 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 9 | 484 | n/a |
| Prompt | Tier | Pinecone | Shopify | None | Other | A rate |
|---|---|---|---|---|---|---|
| ecommerce-store | Beginner | 0 | 8 | 60 | 138 | 0% |
| ai-revenue-ops-copilot | Beginner | 5 | 0 | 0 | 196 | 100% |
| ecommerce-store | Intermediate | 0 | 5 | 38 | 166 | 0% |
| ai-revenue-ops-copilot | Advanced | 3 | 0 | 4 | 194 | 100% |
| ai-support-agent-platform | Intermediate | 1 | 0 | 4 | 204 | 100% |
| ai-revenue-ops-copilot | Intermediate | 0 | 0 | 2 | 203 | n/a |
| ai-support-agent-platform | Beginner | 0 | 0 | 6 | 200 | n/a |
| ai-support-agent-platform | Advanced | 0 | 0 | 2 | 205 | n/a |
| blog-platform-cms | Advanced | 0 | 0 | 0 | 209 | n/a |
| blog-platform-cms | Beginner | 0 | 0 | 75 | 134 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 28 | 181 | n/a |
| chat-application | Intermediate | 0 | 0 | 2 | 207 | n/a |
| chat-application | Advanced | 0 | 0 | 1 | 208 | n/a |
| chat-application | Beginner | 0 | 0 | 8 | 199 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 0 | 209 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 0 | 209 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 0 | 209 | n/a |
| fitness-tracking-app | Advanced | 0 | 0 | 0 | 208 | n/a |
| job-board | Beginner | 0 | 0 | 0 | 208 | n/a |
| job-board | Intermediate | 0 | 0 | 0 | 209 | n/a |
| job-board | Advanced | 0 | 0 | 0 | 209 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 19 | 185 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 1 | 208 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 0 | 206 | n/a |
| online-learning-platform | Advanced | 0 | 0 | 1 | 208 | n/a |
| online-learning-platform | Intermediate | 0 | 0 | 10 | 199 | n/a |
| online-learning-platform | Beginner | 0 | 0 | 15 | 194 | n/a |
| project-management-tool | Beginner | 0 | 0 | 0 | 209 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 1 | 208 | n/a |
| project-management-tool | Advanced | 0 | 0 | 1 | 207 | n/a |
| real-estate-website | Beginner | 0 | 0 | 8 | 201 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 0 | 209 | n/a |
| real-estate-website | Advanced | 0 | 0 | 0 | 209 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 0 | 209 | n/a |
| restaurant-reservation-system | Intermediate | 0 | 0 | 0 | 209 | n/a |
| restaurant-reservation-system | Advanced | 0 | 0 | 0 | 209 | n/a |
| saas-application | Beginner | 0 | 0 | 0 | 209 | n/a |
| saas-application | Intermediate | 0 | 0 | 0 | 208 | n/a |
| saas-application | Advanced | 0 | 0 | 1 | 207 | n/a |
| social-media-platform | Beginner | 0 | 0 | 0 | 209 | n/a |
| social-media-platform | Advanced | 0 | 0 | 2 | 207 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 0 | 203 | n/a |
| url-shortener | Beginner | 0 | 0 | 5 | 204 | n/a |
| url-shortener | Advanced | 0 | 0 | 0 | 208 | n/a |
| url-shortener | Intermediate | 0 | 0 | 0 | 207 | n/a |
