Leading: Upstash (66.7%)
| Metric | Value |
|---|---|
| Apache Beam wins | 1 |
| Upstash wins | 2 |
| Abstains (no tool) | 460 |
| Other tool chosen | 7504 |
| Decisive cases | 3 |
| Apache Beam win rate (unweighted) | 33.3% |
| 95% CI | 6.1% - 79.2% |
| Apache Beam win rate (weighted) | 33.3% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Apache Beam | Upstash | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek R1 0528 | Frontier | 1 | 0 | 150 | 267 | 100% |
| Claude Opus 4.6 | Frontier | 0 | 1 | 1 | 313 | 0% |
| GPT 5.4 | Frontier | 0 | 1 | 0 | 311 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 6 | 401 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 0 | 104 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 1 | 419 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 26 | 286 | n/a |
| DeepSeek V4 Flash | Mid | 0 | 0 | 5 | 98 | n/a |
| DeepSeek V4 Pro | Frontier | 0 | 0 | 18 | 86 | n/a |
| Devstral 2 2512 | Mid | 0 | 0 | 0 | 388 | n/a |
| Gemini 2.5 Flash | Small | 0 | 0 | 21 | 291 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 23 | 393 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 0 | 105 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 63 | 252 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 1 | 104 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 1 | 418 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 7 | 412 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 2 | 99 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 23 | 277 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 3 | 102 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 0 | 419 | n/a |
| Llama 4 Scout | Small | 0 | 0 | 25 | 393 | n/a |
| MiMo V2 Pro | Frontier | 0 | 0 | 24 | 291 | n/a |
| MiMo V2.5 Pro | Frontier | 0 | 0 | 13 | 92 | n/a |
| MiniMax M2.7 | Frontier | 0 | 0 | 36 | 268 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 3 | 102 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 3 | 399 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 5 | 414 | n/a |
| Prompt | Tier | Apache Beam | Upstash | None | Other | A rate |
|---|---|---|---|---|---|---|
| url-shortener | Beginner | 0 | 2 | 110 | 423 | 0% |
| fitness-tracking-app | Advanced | 1 | 0 | 13 | 511 | 100% |
| ai-revenue-ops-copilot | Intermediate | 0 | 0 | 2 | 527 | n/a |
| ai-revenue-ops-copilot | Beginner | 0 | 0 | 5 | 515 | n/a |
| ai-revenue-ops-copilot | Advanced | 0 | 0 | 15 | 493 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 17 | 520 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 1 | 535 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 47 | 486 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 33 | 498 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 37 | 499 | n/a |
| saas-application | Beginner | 0 | 0 | 18 | 519 | n/a |
| saas-application | Advanced | 0 | 0 | 31 | 505 | n/a |
| saas-application | Intermediate | 0 | 0 | 51 | 484 | n/a |
| url-shortener | Intermediate | 0 | 0 | 75 | 461 | n/a |
| url-shortener | Advanced | 0 | 0 | 5 | 528 | n/a |
