| Metric | Value |
|---|---|
| PubNub wins | 79 |
| Liveblocks wins | 277 |
| Abstains (no tool) | 77 |
| Other tool chosen | 6323 |
| Decisive cases | 356 |
| PubNub win rate (unweighted) | 22.2% |
| 95% CI | 18.2% - 26.8% |
| PubNub win rate (weighted) | 22.2% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | PubNub | Liveblocks | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 0 | 6 | 2 | 345 | 0% |
| DeepSeek Pro 4–4 0813 | Frontier | 0 | 5 | 1 | 73 | 0% |
| DeepSeek R1 | Frontier | 1 | 1 | 51 | 300 | 50% |
| Devstral | Mid | 4 | 0 | 0 | 333 | 100% |
| Gemini Flash 2.5–3.8 | Small | 16 | 15 | 3 | 321 | 52% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 0 | 32 | 0 | 322 | 0% |
| GLM 5 Turbo–5.3 | Frontier | 0 | 35 | 4 | 316 | 0% |
| GPT 5.4–6 Astra | Frontier | 0 | 9 | 0 | 342 | 0% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 0 | 21 | 0 | 333 | 0% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 0 | 6 | 6 | 339 | 0% |
| Haiku | Small | 0 | 0 | 0 | 348 | n/a |
| Kimi 2.5–3 | Frontier | 0 | 64 | 5 | 283 | 0% |
| Llama Maverick | Frontier | 56 | 1 | 0 | 294 | 98% |
| Llama Scout | Small | 0 | 1 | 1 | 345 | 0% |
| MiMo Pro 2–2.6 | Frontier | 1 | 4 | 1 | 347 | 20% |
| MiniMax M 2.7–3 | Frontier | 1 | 19 | 2 | 330 | 5% |
| Mistral Small | Mid | 0 | 0 | 0 | 350 | n/a |
| Opus 4.6–5.5 | Frontier | 0 | 58 | 1 | 295 | 0% |
| Qwen Coder | Mid | 0 | 0 | 0 | 352 | n/a |
| Sonnet 4.6–5.5 | Frontier | 0 | 0 | 0 | 355 | n/a |
| Prompt | Tier | PubNub | Liveblocks | None | Other | A rate |
|---|---|---|---|---|---|---|
| project-management-tool | Advanced | 0 | 136 | 0 | 457 | 0% |
| project-management-tool | Intermediate | 0 | 86 | 4 | 503 | 0% |
| chat-application | Intermediate | 29 | 0 | 9 | 556 | 100% |
| project-management-tool | Advanced | 0 | 23 | 0 | 127 | 0% |
| project-management-tool | Beginner | 0 | 19 | 7 | 568 | 0% |
| chat-application | Beginner | 16 | 0 | 4 | 572 | 100% |
| chat-application | Advanced | 11 | 0 | 1 | 578 | 100% |
| social-media-platform | Advanced | 11 | 0 | 5 | 576 | 100% |
| project-management-tool | Intermediate | 0 | 11 | 0 | 141 | 0% |
| social-media-platform | Intermediate | 10 | 0 | 7 | 572 | 100% |
| chat-application | Beginner | 2 | 0 | 3 | 162 | 100% |
| project-management-tool | Beginner | 0 | 2 | 4 | 146 | 0% |
| chat-application | Intermediate | 0 | 0 | 2 | 168 | n/a |
| chat-application | Advanced | 0 | 0 | 1 | 151 | n/a |
| social-media-platform | Beginner | 0 | 0 | 23 | 562 | n/a |
| social-media-platform | Advanced | 0 | 0 | 2 | 167 | n/a |
| social-media-platform | Beginner | 0 | 0 | 4 | 166 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 1 | 151 | n/a |
