| Metric | Value |
|---|---|
| Liveblocks wins | 277 |
| Socket.io wins | 580 |
| Abstains (no tool) | 77 |
| Other tool chosen | 5822 |
| Decisive cases | 857 |
| Liveblocks win rate (unweighted) | 32.3% |
| 95% CI | 29.3% - 35.5% |
| Liveblocks win rate (weighted) | 32.3% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Liveblocks | Socket.io | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 6 | 28 | 2 | 317 | 18% |
| DeepSeek Pro 4–4 0813 | Frontier | 5 | 0 | 1 | 73 | 100% |
| DeepSeek R1 | Frontier | 1 | 12 | 51 | 289 | 8% |
| Devstral | Mid | 0 | 10 | 0 | 327 | 0% |
| Gemini Flash 2.5–3.8 | Small | 15 | 6 | 3 | 331 | 71% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 32 | 6 | 0 | 316 | 84% |
| GLM 5 Turbo–5.3 | Frontier | 35 | 1 | 4 | 315 | 97% |
| GPT 5.4–6 Astra | Frontier | 9 | 6 | 0 | 336 | 60% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 21 | 2 | 0 | 331 | 91% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 6 | 2 | 6 | 337 | 75% |
| Haiku | Small | 0 | 153 | 0 | 195 | 0% |
| Kimi 2.5–3 | Frontier | 64 | 19 | 5 | 264 | 77% |
| Llama Maverick | Frontier | 1 | 150 | 0 | 200 | 1% |
| Llama Scout | Small | 1 | 73 | 1 | 272 | 1% |
| MiMo Pro 2–2.6 | Frontier | 4 | 20 | 1 | 328 | 17% |
| MiniMax M 2.7–3 | Frontier | 19 | 35 | 2 | 296 | 35% |
| Mistral Small | Mid | 0 | 0 | 0 | 350 | n/a |
| Opus 4.6–5.5 | Frontier | 58 | 56 | 1 | 239 | 51% |
| Qwen Coder | Mid | 0 | 0 | 0 | 352 | n/a |
| Sonnet 4.6–5.5 | Frontier | 0 | 1 | 0 | 354 | 0% |
| Prompt | Tier | Liveblocks | Socket.io | None | Other | A rate |
|---|---|---|---|---|---|---|
| project-management-tool | Advanced | 136 | 22 | 0 | 435 | 86% |
| project-management-tool | Intermediate | 86 | 35 | 4 | 468 | 71% |
| project-management-tool | Beginner | 19 | 85 | 7 | 483 | 18% |
| project-management-tool | Intermediate | 11 | 49 | 0 | 92 | 18% |
| chat-application | Intermediate | 0 | 55 | 2 | 113 | 0% |
| project-management-tool | Advanced | 23 | 26 | 0 | 101 | 47% |
| chat-application | Advanced | 0 | 44 | 1 | 107 | 0% |
| project-management-tool | Beginner | 2 | 38 | 4 | 108 | 5% |
| social-media-platform | Beginner | 0 | 35 | 23 | 527 | 0% |
| chat-application | Advanced | 0 | 33 | 1 | 556 | 0% |
| chat-application | Beginner | 0 | 32 | 3 | 132 | 0% |
| social-media-platform | Intermediate | 0 | 30 | 1 | 121 | 0% |
| social-media-platform | Beginner | 0 | 29 | 4 | 137 | 0% |
| social-media-platform | Intermediate | 0 | 24 | 7 | 558 | 0% |
| chat-application | Intermediate | 0 | 20 | 9 | 565 | 0% |
| social-media-platform | Advanced | 0 | 13 | 2 | 154 | 0% |
| social-media-platform | Advanced | 0 | 6 | 5 | 581 | 0% |
| chat-application | Beginner | 0 | 4 | 4 | 584 | 0% |
