| Metric | Value |
|---|---|
| Temporal wins | 43 |
| Inngest wins | 67 |
| Abstains (no tool) | 3 |
| Other tool chosen | 381 |
| Decisive cases | 110 |
| Temporal win rate (unweighted) | 39.1% |
| 95% CI | 30.5% - 48.4% |
| Temporal win rate (weighted) | 39.1% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Temporal | Inngest | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 1 | 2 | 0 | 16 | 33% |
| DeepSeek Pro 4–4 0813 | Frontier | 0 | 6 | 0 | 21 | 0% |
| DeepSeek R1 | Frontier | 0 | 0 | 0 | 27 | n/a |
| Devstral | Mid | 0 | 0 | 0 | 18 | n/a |
| Gemini Flash 2.5–3.8 | Small | 4 | 3 | 0 | 20 | 57% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 0 | 6 | 2 | 18 | 0% |
| GLM 5 Turbo–5.3 | Frontier | 3 | 11 | 0 | 13 | 21% |
| GPT 5.4–6 Astra | Frontier | 7 | 4 | 0 | 15 | 64% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 7 | 1 | 0 | 18 | 88% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 2 | 2 | 1 | 18 | 50% |
| Haiku | Small | 9 | 0 | 0 | 18 | 100% |
| Kimi 2.5–3 | Frontier | 3 | 8 | 0 | 15 | 27% |
| Llama Maverick | Frontier | 0 | 0 | 0 | 20 | n/a |
| Llama Scout | Small | 0 | 0 | 0 | 23 | n/a |
| MiMo Pro 2–2.6 | Frontier | 0 | 0 | 0 | 27 | n/a |
| MiniMax M 2.7–3 | Frontier | 0 | 23 | 0 | 4 | 0% |
| Mistral Small | Mid | 7 | 0 | 0 | 19 | 100% |
| Opus 4.6–5.5 | Frontier | 0 | 1 | 0 | 26 | 0% |
| Qwen Coder | Mid | 0 | 0 | 0 | 18 | n/a |
| Sonnet 4.6–5.5 | Frontier | 0 | 0 | 0 | 27 | n/a |
| Prompt | Tier | Temporal | Inngest | None | Other | A rate |
|---|---|---|---|---|---|---|
| full-stack-web-app | Advanced | 43 | 9 | 2 | 95 | 83% |
| full-stack-web-app | Beginner | 0 | 34 | 0 | 137 | 0% |
| full-stack-web-app | Intermediate | 0 | 24 | 1 | 149 | 0% |