| Metric | Value |
|---|---|
| Okta wins | 177 |
| Firebase wins | 2034 |
| Abstains (no tool) | 236 |
| Other tool chosen | 17209 |
| Decisive cases | 2211 |
| Okta win rate (unweighted) | 8.0% |
| 95% CI | 6.9% - 9.2% |
| Okta win rate (weighted) | 8.0% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Okta | Firebase | None | Other | A rate |
|---|---|---|---|---|---|---|
| Devstral 2 2512 | Mid | 0 | 557 | 40 | 350 | 0% |
| Qwen3 Coder Next | Mid | 0 | 283 | 1 | 745 | 0% |
| Gemini 2.5 Flash | Small | 0 | 229 | 53 | 474 | 0% |
| DeepSeek R1 0528 | Frontier | 0 | 163 | 14 | 851 | 0% |
| Claude Haiku 4.5 | Small | 0 | 162 | 0 | 856 | 0% |
| Llama 4 Scout | Small | 78 | 78 | 5 | 860 | 50% |
| MiniMax M2.7 | Frontier | 0 | 144 | 3 | 608 | 0% |
| Mistral Small 4 | Mid | 0 | 105 | 0 | 913 | 0% |
| Llama 4 Maverick | Frontier | 92 | 6 | 3 | 920 | 94% |
| MiMo V2 Pro | Frontier | 0 | 93 | 7 | 656 | 0% |
| GPT 5.4 Mini | Mid | 2 | 36 | 10 | 978 | 5% |
| Claude Sonnet 4.6 | Frontier | 0 | 31 | 0 | 997 | 0% |
| MiMo V2.5 Pro | Frontier | 0 | 25 | 7 | 237 | 0% |
| GPT 5.4 | Frontier | 4 | 20 | 2 | 730 | 17% |
| Claude Opus 4.6 | Frontier | 0 | 23 | 0 | 733 | 0% |
| DeepSeek V4 Pro | Frontier | 0 | 21 | 6 | 246 | 0% |
| Gemini 2.5 Pro | Frontier | 0 | 19 | 27 | 981 | 0% |
| DeepSeek V3.2 | Mid | 0 | 16 | 37 | 702 | 0% |
| DeepSeek V4 Flash | Mid | 0 | 15 | 4 | 246 | 0% |
| GPT 5.3 Codex | Frontier | 0 | 8 | 6 | 1014 | 0% |
| Kimi K2.5 | Frontier | 1 | 0 | 5 | 736 | 100% |
| Claude Opus 4.8 | Frontier | 0 | 0 | 0 | 271 | 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 5.5 | Frontier | 0 | 0 | 0 | 268 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 1 | 270 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 0 | 272 | n/a |
| Prompt | Tier | Okta | Firebase | None | Other | A rate |
|---|---|---|---|---|---|---|
| fitness-tracking-app | Beginner | 0 | 299 | 0 | 238 | 0% |
| chat-application | Beginner | 0 | 213 | 3 | 320 | 0% |
| chat-application | Intermediate | 0 | 194 | 0 | 343 | 0% |
| social-media-platform | Beginner | 0 | 168 | 0 | 369 | 0% |
| social-media-platform | Intermediate | 0 | 128 | 0 | 409 | 0% |
| fitness-tracking-app | Intermediate | 0 | 122 | 1 | 414 | 0% |
| project-management-tool | Beginner | 0 | 113 | 1 | 421 | 0% |
| project-management-tool | Intermediate | 0 | 108 | 0 | 426 | 0% |
| chat-application | Advanced | 0 | 75 | 2 | 460 | 0% |
| restaurant-reservation-system | Beginner | 0 | 64 | 4 | 469 | 0% |
| restaurant-reservation-system | Intermediate | 0 | 55 | 0 | 482 | 0% |
| real-estate-website | Beginner | 0 | 53 | 2 | 482 | 0% |
| real-estate-website | Intermediate | 0 | 51 | 0 | 486 | 0% |
| saas-application | Advanced | 50 | 0 | 0 | 485 | 100% |
| multi-tenant-crm | Advanced | 45 | 0 | 2 | 490 | 100% |
| job-board | Advanced | 20 | 25 | 0 | 491 | 44% |
| online-learning-platform | Intermediate | 0 | 41 | 13 | 483 | 0% |
| fitness-tracking-app | Advanced | 1 | 39 | 2 | 492 | 3% |
| job-board | Intermediate | 0 | 39 | 0 | 497 | 0% |
| project-management-tool | Advanced | 6 | 31 | 2 | 497 | 16% |
| social-media-platform | Advanced | 6 | 28 | 3 | 500 | 18% |
| multi-tenant-crm | Intermediate | 5 | 26 | 2 | 500 | 16% |
| restaurant-reservation-system | Advanced | 4 | 25 | 1 | 507 | 14% |
| online-learning-platform | Beginner | 0 | 27 | 29 | 481 | 0% |
| ai-support-agent-platform | Advanced | 0 | 26 | 0 | 507 | 0% |
| real-estate-website | Advanced | 15 | 7 | 2 | 513 | 68% |
| saas-application | Beginner | 0 | 19 | 0 | 518 | 0% |
| saas-application | Intermediate | 1 | 17 | 0 | 519 | 6% |
| ai-support-agent-platform | Intermediate | 0 | 16 | 3 | 517 | 0% |
| job-board | Beginner | 0 | 15 | 1 | 517 | 0% |
| ai-support-agent-platform | Beginner | 12 | 1 | 9 | 510 | 92% |
| ecommerce-store | Beginner | 8 | 0 | 52 | 475 | 100% |
| online-learning-platform | Advanced | 0 | 8 | 1 | 528 | 0% |
| multi-tenant-crm | Beginner | 2 | 0 | 40 | 495 | 100% |
| ecommerce-store | Intermediate | 1 | 1 | 24 | 509 | 50% |
| ecommerce-store | Advanced | 1 | 0 | 0 | 536 | 100% |
| 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 |
