| Metric | Value |
|---|---|
| Socket.io wins | 580 |
| Stream wins | 326 |
| Abstains (no tool) | 77 |
| Other tool chosen | 5773 |
| Decisive cases | 906 |
| Socket.io win rate (unweighted) | 64.0% |
| 95% CI | 60.8% - 67.1% |
| Socket.io win rate (weighted) | 64.0% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Socket.io | Stream | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 28 | 9 | 2 | 314 | 76% |
| DeepSeek Pro 4–4 0813 | Frontier | 0 | 2 | 1 | 76 | 0% |
| DeepSeek R1 | Frontier | 12 | 3 | 51 | 287 | 80% |
| Devstral | Mid | 10 | 0 | 0 | 327 | 100% |
| Gemini Flash 2.5–3.8 | Small | 6 | 46 | 3 | 300 | 12% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 6 | 9 | 0 | 339 | 40% |
| GLM 5 Turbo–5.3 | Frontier | 1 | 33 | 4 | 317 | 3% |
| GPT 5.4–6 Astra | Frontier | 6 | 43 | 0 | 302 | 12% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 2 | 6 | 0 | 346 | 25% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 2 | 21 | 6 | 322 | 9% |
| Haiku | Small | 153 | 0 | 0 | 195 | 100% |
| Kimi 2.5–3 | Frontier | 19 | 68 | 5 | 260 | 22% |
| Llama Maverick | Frontier | 150 | 13 | 0 | 188 | 92% |
| Llama Scout | Small | 73 | 0 | 1 | 273 | 100% |
| MiMo Pro 2–2.6 | Frontier | 20 | 7 | 1 | 325 | 74% |
| MiniMax M 2.7–3 | Frontier | 35 | 8 | 2 | 307 | 81% |
| Mistral Small | Mid | 0 | 0 | 0 | 350 | n/a |
| Opus 4.6–5.5 | Frontier | 56 | 27 | 1 | 270 | 67% |
| Qwen Coder | Mid | 0 | 0 | 0 | 352 | n/a |
| Sonnet 4.6–5.5 | Frontier | 1 | 31 | 0 | 323 | 3% |
| Prompt | Tier | Socket.io | Stream | None | Other | A rate |
|---|---|---|---|---|---|---|
| chat-application | Beginner | 4 | 236 | 4 | 348 | 2% |
| project-management-tool | Beginner | 85 | 0 | 7 | 502 | 100% |
| chat-application | Intermediate | 55 | 0 | 2 | 113 | 100% |
| chat-application | Advanced | 33 | 22 | 1 | 534 | 60% |
| project-management-tool | Intermediate | 49 | 0 | 0 | 103 | 100% |
| social-media-platform | Beginner | 35 | 12 | 23 | 515 | 74% |
| chat-application | Intermediate | 20 | 26 | 9 | 539 | 43% |
| chat-application | Advanced | 44 | 0 | 1 | 107 | 100% |
| chat-application | Beginner | 32 | 12 | 3 | 120 | 73% |
| project-management-tool | Beginner | 38 | 0 | 4 | 110 | 100% |
| project-management-tool | Intermediate | 35 | 0 | 4 | 554 | 100% |
| social-media-platform | Intermediate | 24 | 7 | 7 | 551 | 77% |
| social-media-platform | Intermediate | 30 | 0 | 1 | 121 | 100% |
| social-media-platform | Beginner | 29 | 0 | 4 | 137 | 100% |
| project-management-tool | Advanced | 26 | 0 | 0 | 124 | 100% |
| project-management-tool | Advanced | 22 | 1 | 0 | 570 | 96% |
| social-media-platform | Advanced | 6 | 9 | 5 | 572 | 40% |
| social-media-platform | Advanced | 13 | 1 | 2 | 153 | 93% |
