| Metric | Value |
|---|---|
| Inngest wins | 54 |
| BullMQ wins | 110 |
| Abstains (no tool) | 3 |
| Other tool chosen | 185 |
| Decisive cases | 164 |
| Inngest win rate (unweighted) | 32.9% |
| 95% CI | 26.2% - 40.4% |
| Inngest win rate (weighted) | 32.9% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Inngest | BullMQ | None | Other | A rate |
|---|---|---|---|---|---|---|
| MiniMax M3 | Frontier | 18 | 1 | 0 | 2 | 95% |
| GLM 5.2 | Frontier | 10 | 7 | 0 | 4 | 59% |
| Kimi K2.7 Code | Frontier | 8 | 7 | 0 | 4 | 53% |
| DeepSeek V4 Pro | Frontier | 6 | 6 | 0 | 9 | 50% |
| Gemini 3.5 Flash | Small | 2 | 9 | 0 | 10 | 18% |
| Claude Opus 4.8 | Frontier | 0 | 11 | 0 | 10 | 0% |
| Claude Sonnet 4.6 | Frontier | 0 | 11 | 0 | 9 | 0% |
| Gemini 2.5 Pro | Frontier | 2 | 8 | 2 | 7 | 20% |
| GPT 5.4 Mini | Mid | 2 | 8 | 1 | 6 | 20% |
| Qwen3 Coder Next | Mid | 0 | 10 | 0 | 4 | 0% |
| GPT 5.5 | Frontier | 4 | 3 | 0 | 9 | 57% |
| Devstral 2 2512 | Mid | 0 | 5 | 0 | 7 | 0% |
| MiMo V2.5 Pro | Frontier | 0 | 5 | 0 | 16 | 0% |
| Mistral Small 4 | Mid | 0 | 5 | 0 | 9 | 0% |
| DeepSeek V4 Flash | Mid | 1 | 3 | 0 | 9 | 25% |
| GPT 5.3 Codex | Frontier | 1 | 3 | 0 | 17 | 25% |
| DeepSeek R1 0528 | Frontier | 0 | 4 | 0 | 16 | 0% |
| Llama 4 Maverick | Frontier | 0 | 3 | 0 | 6 | 0% |
| Claude Haiku 4.5 | Small | 0 | 1 | 0 | 20 | 0% |
| Llama 4 Scout | Small | 0 | 0 | 0 | 11 | n/a |
| Prompt | Tier | Inngest | BullMQ | None | Other | A rate |
|---|---|---|---|---|---|---|
| full-stack-web-app | Intermediate | 19 | 59 | 1 | 41 | 24% |
| full-stack-web-app | Advanced | 8 | 42 | 2 | 58 | 16% |
| full-stack-web-app | Beginner | 27 | 9 | 0 | 86 | 75% |
