Leading: Temporal (66.7%)
| Metric | Value |
|---|---|
| Apache Beam wins | 2 |
| Temporal wins | 4 |
| Abstains (no tool) | 725 |
| Other tool chosen | 9758 |
| Decisive cases | 6 |
| Apache Beam win rate (unweighted) | 33.3% |
| 95% CI | 9.7% - 70.0% |
| Apache Beam win rate (weighted) | 33.3% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Apache Beam | Temporal | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 0 | 0 | 47 | 501 | n/a |
| DeepSeek Pro 4–4 0813 | Frontier | 0 | 0 | 19 | 100 | n/a |
| DeepSeek R1 | Frontier | 1 | 0 | 200 | 349 | 100% |
| Devstral | Mid | 0 | 0 | 6 | 513 | n/a |
| Gemini Flash 2.5–3.8 | Small | 0 | 0 | 34 | 516 | n/a |
| Gemini Pro 2.5–3.1 Preview | Frontier | 0 | 2 | 48 | 497 | 0% |
| GLM 5 Turbo–5.3 | Frontier | 0 | 0 | 91 | 462 | n/a |
| GPT 5.4–6 Astra | Frontier | 0 | 0 | 8 | 537 | n/a |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 0 | 0 | 16 | 536 | n/a |
| GPT Mini 5.4 Mini–6 Luna | Mid | 0 | 0 | 10 | 540 | n/a |
| Haiku | Small | 0 | 1 | 24 | 514 | 0% |
| Kimi 2.5–3 | Frontier | 0 | 0 | 40 | 493 | n/a |
| Llama Maverick | Frontier | 1 | 0 | 0 | 551 | 100% |
| Llama Scout | Small | 0 | 0 | 28 | 523 | n/a |
| MiMo Pro 2–2.6 | Frontier | 0 | 0 | 54 | 496 | n/a |
| MiniMax M 2.7–3 | Frontier | 0 | 0 | 67 | 475 | n/a |
| Mistral Small | Mid | 0 | 0 | 3 | 530 | n/a |
| Opus 4.6–5.5 | Frontier | 0 | 0 | 16 | 536 | n/a |
| Qwen Coder | Mid | 0 | 0 | 8 | 543 | n/a |
| Sonnet 4.6–5.5 | Frontier | 0 | 1 | 6 | 546 | 0% |
| Prompt | Tier | Apache Beam | Temporal | None | Other | A rate |
|---|---|---|---|---|---|---|
| fitness-tracking-app | Advanced | 1 | 2 | 3 | 163 | 33% |
| fitness-tracking-app | Advanced | 1 | 2 | 14 | 545 | 33% |
| ai-revenue-ops-copilot | Intermediate | 0 | 0 | 3 | 565 | n/a |
| ai-revenue-ops-copilot | Beginner | 0 | 0 | 5 | 553 | n/a |
| ai-revenue-ops-copilot | Advanced | 0 | 0 | 16 | 529 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 1 | 574 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 18 | 558 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 20 | 132 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 2 | 168 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 31 | 137 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 38 | 537 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 53 | 519 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 25 | 127 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 36 | 533 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 8 | 162 | n/a |
| saas-application | Advanced | 0 | 0 | 32 | 543 | n/a |
| saas-application | Advanced | 0 | 0 | 9 | 161 | n/a |
| saas-application | Intermediate | 0 | 0 | 7 | 164 | n/a |
| saas-application | Beginner | 0 | 0 | 18 | 558 | n/a |
| saas-application | Intermediate | 0 | 0 | 55 | 519 | n/a |
| saas-application | Beginner | 0 | 0 | 6 | 163 | n/a |
| url-shortener | Advanced | 0 | 0 | 5 | 566 | n/a |
| url-shortener | Intermediate | 0 | 0 | 81 | 493 | n/a |
| url-shortener | Beginner | 0 | 0 | 62 | 90 | n/a |
| url-shortener | Beginner | 0 | 0 | 123 | 451 | n/a |
| url-shortener | Intermediate | 0 | 0 | 49 | 102 | n/a |
| url-shortener | Advanced | 0 | 0 | 5 | 146 | n/a |
