| Metric | Value |
|---|---|
| Qodo wins | 2 |
| Devin wins | 2 |
| Abstains (no tool) | 4 |
| Other tool chosen | 443 |
| Decisive cases | 4 |
| Qodo win rate (unweighted) | 50.0% |
| 95% CI | 15.0% - 85.0% |
| Qodo win rate (weighted) | 50.0% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Qodo | Devin | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 0 | 0 | 0 | 26 | n/a |
| DeepSeek Pro 4–4 0813 | Frontier | 0 | 0 | 0 | 27 | n/a |
| DeepSeek R1 | Frontier | 0 | 0 | 2 | 22 | n/a |
| Devstral | Mid | 0 | 0 | 0 | 11 | n/a |
| Gemini Flash 2.5–3.8 | Small | 1 | 0 | 0 | 26 | 100% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 0 | 0 | 0 | 27 | n/a |
| GLM 5 Turbo–5.3 | Frontier | 0 | 0 | 0 | 27 | n/a |
| GPT 5.4–6 Astra | Frontier | 0 | 0 | 0 | 27 | n/a |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 0 | 0 | 0 | 27 | n/a |
| GPT Mini 5.4 Mini–6 Luna | Mid | 0 | 0 | 0 | 26 | n/a |
| Haiku | Small | 1 | 2 | 1 | 4 | 33% |
| Kimi 2.5–3 | Frontier | 0 | 0 | 0 | 23 | n/a |
| Llama Maverick | Frontier | 0 | 0 | 0 | 24 | n/a |
| Llama Scout | Small | 0 | 0 | 0 | 4 | n/a |
| MiMo Pro 2–2.6 | Frontier | 0 | 0 | 0 | 26 | n/a |
| MiniMax M 2.7–3 | Frontier | 0 | 0 | 0 | 26 | n/a |
| Mistral Small | Mid | 0 | 0 | 0 | 14 | n/a |
| Opus 4.6–5.5 | Frontier | 0 | 0 | 0 | 27 | n/a |
| Qwen Coder | Mid | 0 | 0 | 1 | 22 | n/a |
| Sonnet 4.6–5.5 | Frontier | 0 | 0 | 0 | 27 | n/a |
| Prompt | Tier | Qodo | Devin | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-engineering-workflow | Advanced | 2 | 0 | 0 | 137 | 100% |
| ai-engineering-workflow | Beginner | 0 | 2 | 1 | 157 | 0% |
| ai-engineering-workflow | Intermediate | 0 | 0 | 3 | 149 | n/a |