| Metric | Value |
|---|---|
| Shopify wins | 177 |
| Okta wins | 177 |
| Abstains (no tool) | 236 |
| Other tool chosen | 19066 |
| Decisive cases | 354 |
| Shopify win rate (unweighted) | 50.0% |
| 95% CI | 44.8% - 55.2% |
| Shopify win rate (weighted) | 50.0% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Shopify | Okta | None | Other | A rate |
|---|---|---|---|---|---|---|
| Llama 4 Maverick | Frontier | 32 | 92 | 3 | 894 | 26% |
| Llama 4 Scout | Small | 17 | 78 | 5 | 921 | 18% |
| Devstral 2 2512 | Mid | 47 | 0 | 40 | 860 | 100% |
| Mistral Small 4 | Mid | 23 | 0 | 0 | 995 | 100% |
| DeepSeek V3.2 | Mid | 22 | 0 | 37 | 696 | 100% |
| Gemini 2.5 Pro | Frontier | 15 | 0 | 27 | 985 | 100% |
| GPT 5.4 | Frontier | 6 | 4 | 2 | 744 | 60% |
| MiMo V2 Pro | Frontier | 5 | 0 | 7 | 744 | 100% |
| DeepSeek V4 Flash | Mid | 4 | 0 | 4 | 257 | 100% |
| GPT 5.5 | Frontier | 4 | 0 | 0 | 264 | 100% |
| GPT 5.4 Mini | Mid | 0 | 2 | 10 | 1014 | 0% |
| DeepSeek V4 Pro | Frontier | 1 | 0 | 6 | 266 | 100% |
| MiniMax M2.7 | Frontier | 1 | 0 | 3 | 751 | 100% |
| Kimi K2.5 | Frontier | 0 | 1 | 5 | 736 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 0 | 1018 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 0 | 756 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 0 | 271 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 0 | 1028 | n/a |
| DeepSeek R1 0528 | Frontier | 0 | 0 | 14 | 1014 | n/a |
| Gemini 2.5 Flash | Small | 0 | 0 | 53 | 703 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 4 | 267 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 1 | 755 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 0 | 273 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 6 | 1022 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 1 | 270 | n/a |
| MiMo V2.5 Pro | Frontier | 0 | 0 | 7 | 262 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 0 | 272 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 1 | 1028 | n/a |
| Prompt | Tier | Shopify | Okta | None | Other | A rate |
|---|---|---|---|---|---|---|
| ecommerce-store | Beginner | 108 | 8 | 52 | 367 | 93% |
| ecommerce-store | Intermediate | 68 | 1 | 24 | 442 | 99% |
| saas-application | Advanced | 0 | 50 | 0 | 485 | 0% |
| multi-tenant-crm | Advanced | 0 | 45 | 2 | 490 | 0% |
| job-board | Advanced | 0 | 20 | 0 | 516 | 0% |
| real-estate-website | Advanced | 0 | 15 | 2 | 520 | 0% |
| ai-support-agent-platform | Beginner | 0 | 12 | 9 | 511 | 0% |
| project-management-tool | Advanced | 0 | 6 | 2 | 528 | 0% |
| social-media-platform | Advanced | 0 | 6 | 3 | 528 | 0% |
| multi-tenant-crm | Intermediate | 0 | 5 | 2 | 526 | 0% |
| restaurant-reservation-system | Advanced | 0 | 4 | 1 | 532 | 0% |
| ecommerce-store | Advanced | 1 | 1 | 0 | 535 | 50% |
| multi-tenant-crm | Beginner | 0 | 2 | 40 | 495 | 0% |
| fitness-tracking-app | Advanced | 0 | 1 | 2 | 531 | 0% |
| saas-application | Intermediate | 0 | 1 | 0 | 536 | 0% |
| ai-support-agent-platform | Intermediate | 0 | 0 | 3 | 533 | n/a |
| ai-support-agent-platform | Advanced | 0 | 0 | 0 | 533 | n/a |
| chat-application | Beginner | 0 | 0 | 3 | 533 | n/a |
| chat-application | Intermediate | 0 | 0 | 0 | 537 | n/a |
| chat-application | Advanced | 0 | 0 | 2 | 535 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 1 | 536 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 0 | 537 | n/a |
| full-stack-web-app | Advanced | 0 | 0 | 3 | 119 | n/a |
| full-stack-web-app | Beginner | 0 | 0 | 30 | 80 | n/a |
| full-stack-web-app | Intermediate | 0 | 0 | 4 | 124 | n/a |
| job-board | Beginner | 0 | 0 | 1 | 532 | n/a |
| job-board | Intermediate | 0 | 0 | 0 | 536 | n/a |
| online-learning-platform | Advanced | 0 | 0 | 1 | 536 | n/a |
| online-learning-platform | Intermediate | 0 | 0 | 13 | 524 | n/a |
| online-learning-platform | Beginner | 0 | 0 | 29 | 508 | n/a |
| project-management-tool | Beginner | 0 | 0 | 1 | 534 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 0 | 534 | n/a |
| real-estate-website | Beginner | 0 | 0 | 2 | 535 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 0 | 537 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 4 | 533 | n/a |
| restaurant-reservation-system | Intermediate | 0 | 0 | 0 | 537 | n/a |
| saas-application | Beginner | 0 | 0 | 0 | 537 | n/a |
| social-media-platform | Beginner | 0 | 0 | 0 | 537 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 0 | 537 | n/a |
