| Metric | Value |
|---|---|
| Okta wins | 242 |
| Shopify wins | 226 |
| Abstains (no tool) | 478 |
| Other tool chosen | 26269 |
| Decisive cases | 468 |
| Okta win rate (unweighted) | 51.7% |
| 95% CI | 47.2% - 56.2% |
| Okta win rate (weighted) | 51.7% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Okta | Shopify | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 0 | 35 | 63 | 1319 | 0% |
| DeepSeek Pro 4–4 0813 | Frontier | 0 | 1 | 8 | 342 | 0% |
| DeepSeek R1 | Frontier | 0 | 0 | 17 | 1405 | n/a |
| Devstral | Mid | 0 | 59 | 93 | 1191 | 0% |
| Gemini Flash 2.5–3.8 | Small | 0 | 0 | 106 | 1316 | n/a |
| Gemini Pro 2.5–3.1 Preview | Frontier | 0 | 16 | 34 | 1373 | 0% |
| GLM 5 Turbo–5.3 | Frontier | 0 | 0 | 4 | 1420 | n/a |
| GPT 5.4–6 Astra | Frontier | 4 | 14 | 6 | 1397 | 22% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 0 | 4 | 7 | 1411 | 0% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 2 | 1 | 19 | 1397 | 67% |
| Haiku | Small | 0 | 0 | 60 | 1348 | n/a |
| Kimi 2.5–3 | Frontier | 1 | 0 | 11 | 1395 | 100% |
| Llama Maverick | Frontier | 139 | 35 | 4 | 1239 | 80% |
| Llama Scout | Small | 96 | 21 | 10 | 1286 | 82% |
| MiMo Pro 2–2.6 | Frontier | 0 | 6 | 18 | 1391 | 0% |
| MiniMax M 2.7–3 | Frontier | 0 | 1 | 8 | 1411 | 0% |
| Mistral Small | Mid | 0 | 32 | 0 | 1371 | 0% |
| Opus 4.6–5.5 | Frontier | 0 | 0 | 3 | 1420 | n/a |
| Qwen Coder | Mid | 0 | 1 | 5 | 1416 | 0% |
| Sonnet 4.6–5.5 | Frontier | 0 | 0 | 2 | 1421 | n/a |
| Prompt | Tier | Okta | Shopify | None | Other | A rate |
|---|---|---|---|---|---|---|
| ecommerce-store | Beginner | 10 | 122 | 55 | 407 | 8% |
| ecommerce-store | Intermediate | 1 | 75 | 26 | 491 | 1% |
| saas-application | Advanced | 55 | 0 | 0 | 539 | 100% |
| multi-tenant-crm | Advanced | 49 | 0 | 2 | 545 | 100% |
| ecommerce-store | Beginner | 0 | 28 | 30 | 93 | 0% |
| job-board | Advanced | 20 | 0 | 0 | 575 | 100% |
| real-estate-website | Advanced | 18 | 0 | 2 | 576 | 100% |
| ai-support-agent-platform | Beginner | 12 | 0 | 10 | 569 | 100% |
| multi-tenant-crm | Advanced | 12 | 0 | 4 | 154 | 100% |
| saas-application | Advanced | 10 | 0 | 15 | 145 | 100% |
| multi-tenant-crm | Intermediate | 7 | 0 | 3 | 581 | 100% |
| real-estate-website | Advanced | 7 | 0 | 0 | 163 | 100% |
| project-management-tool | Advanced | 6 | 0 | 3 | 586 | 100% |
| social-media-platform | Advanced | 6 | 0 | 5 | 585 | 100% |
| job-board | Advanced | 5 | 0 | 1 | 165 | 100% |
| online-learning-platform | Advanced | 5 | 0 | 3 | 144 | 100% |
| restaurant-reservation-system | Advanced | 5 | 0 | 1 | 590 | 100% |
| multi-tenant-crm | Intermediate | 3 | 0 | 5 | 142 | 100% |
| ecommerce-store | Advanced | 2 | 0 | 6 | 144 | 100% |
| multi-tenant-crm | Beginner | 2 | 0 | 42 | 552 | 100% |
| ecommerce-store | Advanced | 1 | 1 | 0 | 594 | 50% |
| fitness-tracking-app | Advanced | 1 | 0 | 0 | 170 | 100% |
| fitness-tracking-app | Advanced | 1 | 0 | 2 | 590 | 100% |
| online-learning-platform | Advanced | 1 | 0 | 1 | 594 | 100% |
| restaurant-reservation-system | Advanced | 1 | 0 | 5 | 146 | 100% |
| saas-application | Intermediate | 1 | 0 | 0 | 595 | 100% |
| social-media-platform | Advanced | 1 | 0 | 2 | 167 | 100% |
| ai-support-agent-platform | Intermediate | 0 | 0 | 3 | 592 | n/a |
| ai-support-agent-platform | Advanced | 0 | 0 | 1 | 591 | n/a |
| chat-application | Intermediate | 0 | 0 | 0 | 159 | n/a |
| chat-application | Advanced | 0 | 0 | 2 | 594 | n/a |
| chat-application | Intermediate | 0 | 0 | 0 | 596 | n/a |
| chat-application | Beginner | 0 | 0 | 3 | 592 | n/a |
| chat-application | Beginner | 0 | 0 | 8 | 159 | n/a |
| chat-application | Advanced | 0 | 0 | 18 | 132 | n/a |
| ecommerce-store | Intermediate | 0 | 0 | 9 | 159 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 0 | 596 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 1 | 595 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 0 | 152 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 1 | 167 | n/a |
| full-stack-web-app | Beginner | 0 | 0 | 41 | 129 | n/a |
| full-stack-web-app | Intermediate | 0 | 0 | 6 | 163 | n/a |
| full-stack-web-app | Advanced | 0 | 0 | 3 | 161 | n/a |
| job-board | Beginner | 0 | 0 | 10 | 161 | n/a |
| job-board | Intermediate | 0 | 0 | 13 | 139 | n/a |
| job-board | Beginner | 0 | 0 | 1 | 591 | n/a |
| job-board | Intermediate | 0 | 0 | 0 | 596 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 21 | 144 | n/a |
| online-learning-platform | Beginner | 0 | 0 | 9 | 161 | n/a |
| online-learning-platform | Intermediate | 0 | 0 | 9 | 143 | n/a |
| online-learning-platform | Intermediate | 0 | 0 | 14 | 582 | n/a |
| online-learning-platform | Beginner | 0 | 0 | 31 | 565 | n/a |
| project-management-tool | Beginner | 0 | 0 | 1 | 593 | n/a |
| project-management-tool | Advanced | 0 | 0 | 8 | 143 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 0 | 151 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 1 | 591 | n/a |
| project-management-tool | Beginner | 0 | 0 | 3 | 149 | n/a |
| real-estate-website | Beginner | 0 | 0 | 2 | 594 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 0 | 596 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 1 | 151 | n/a |
| real-estate-website | Beginner | 0 | 0 | 15 | 137 | n/a |
| restaurant-reservation-system | Intermediate | 0 | 0 | 0 | 596 | n/a |
| restaurant-reservation-system | Intermediate | 0 | 0 | 1 | 170 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 4 | 592 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 9 | 143 | n/a |
| saas-application | Intermediate | 0 | 0 | 2 | 169 | n/a |
| saas-application | Beginner | 0 | 0 | 0 | 596 | n/a |
| saas-application | Beginner | 0 | 0 | 1 | 168 | n/a |
| social-media-platform | Beginner | 0 | 0 | 0 | 596 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 0 | 596 | n/a |
| social-media-platform | Beginner | 0 | 0 | 0 | 171 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 3 | 146 | n/a |
