| Metric | Value |
|---|---|
| Amazon SQS wins | 26 |
| BullMQ wins | 35 |
| Abstains (no tool) | 112 |
| Other tool chosen | 6175 |
| Decisive cases | 61 |
| Amazon SQS win rate (unweighted) | 42.6% |
| 95% CI | 31.0% - 55.1% |
| Amazon SQS win rate (weighted) | 42.6% |
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Verified critics can leave comments here.
| Model | Tier | Amazon SQS | BullMQ | None | Other | A rate |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | Small | 14 | 15 | 0 | 298 | 48% |
| MiniMax M2.7 | Frontier | 1 | 14 | 17 | 285 | 7% |
| Gemini 2.5 Pro | Frontier | 0 | 6 | 2 | 324 | 0% |
| DeepSeek R1 0528 | Frontier | 5 | 0 | 26 | 302 | 100% |
| Claude Sonnet 4.6 | Frontier | 3 | 0 | 0 | 333 | 100% |
| MiMo V2 Pro | Frontier | 2 | 0 | 4 | 318 | 100% |
| GPT 5.4 | Frontier | 1 | 0 | 0 | 323 | 100% |
| Claude Opus 4.6 | Frontier | 0 | 0 | 0 | 324 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 0 | 12 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 16 | 306 | n/a |
| DeepSeek V4 Flash | Mid | 0 | 0 | 0 | 12 | n/a |
| DeepSeek V4 Pro | Frontier | 0 | 0 | 0 | 12 | n/a |
| Devstral 2 2512 | Mid | 0 | 0 | 0 | 333 | n/a |
| Gemini 2.5 Flash | Small | 0 | 0 | 10 | 312 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 0 | 12 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 17 | 307 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 0 | 12 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 0 | 336 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 6 | 328 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 0 | 12 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 8 | 314 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 0 | 12 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 1 | 334 | n/a |
| Llama 4 Scout | Small | 0 | 0 | 4 | 327 | n/a |
| MiMo V2.5 Pro | Frontier | 0 | 0 | 0 | 12 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 0 | 12 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 0 | 329 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 1 | 334 | n/a |
| Prompt | Tier | Amazon SQS | BullMQ | None | Other | A rate |
|---|---|---|---|---|---|---|
| project-management-tool | Advanced | 17 | 17 | 4 | 389 | 50% |
| project-management-tool | Advanced | 8 | 4 | 1 | 80 | 67% |
| restaurant-reservation-system | Advanced | 0 | 9 | 17 | 408 | 0% |
| restaurant-reservation-system | Advanced | 1 | 5 | 2 | 86 | 17% |
| chat-application | Beginner | 0 | 0 | 1 | 94 | n/a |
| chat-application | Advanced | 0 | 0 | 2 | 93 | n/a |
| chat-application | Intermediate | 0 | 0 | 0 | 95 | n/a |
| chat-application | Intermediate | 0 | 0 | 3 | 434 | n/a |
| chat-application | Advanced | 0 | 0 | 6 | 429 | n/a |
| chat-application | Beginner | 0 | 0 | 14 | 419 | n/a |
| project-management-tool | Beginner | 0 | 0 | 7 | 87 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 4 | 91 | n/a |
| project-management-tool | Beginner | 0 | 0 | 21 | 416 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 13 | 415 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 3 | 433 | n/a |
| restaurant-reservation-system | Intermediate | 0 | 0 | 1 | 94 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 1 | 94 | n/a |
| restaurant-reservation-system | Intermediate | 0 | 0 | 2 | 436 | n/a |
| social-media-platform | Beginner | 0 | 0 | 1 | 94 | n/a |
| social-media-platform | Advanced | 0 | 0 | 0 | 95 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 0 | 94 | n/a |
| social-media-platform | Beginner | 0 | 0 | 6 | 432 | n/a |
| social-media-platform | Advanced | 0 | 0 | 3 | 432 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 0 | 435 | n/a |
