| Metric | Value |
|---|---|
| PubNub wins | 59 |
| Liveblocks wins | 192 |
| Abstains (no tool) | 47 |
| Other tool chosen | 4469 |
| Decisive cases | 251 |
| PubNub win rate (unweighted) | 23.5% |
| 95% CI | 18.7% - 29.1% |
| PubNub win rate (weighted) | 23.5% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | PubNub | Liveblocks | None | Other | A rate |
|---|---|---|---|---|---|---|
| Kimi K2.5 | Frontier | 0 | 53 | 5 | 183 | 0% |
| Claude Opus 4.6 | Frontier | 0 | 46 | 0 | 196 | 0% |
| Llama 4 Maverick | Frontier | 41 | 1 | 0 | 209 | 98% |
| Gemini 2.5 Pro | Frontier | 0 | 21 | 0 | 231 | 0% |
| GLM 5 Turbo | Frontier | 0 | 20 | 3 | 220 | 0% |
| Gemini 2.5 Flash | Small | 16 | 0 | 1 | 226 | 100% |
| GPT 5.3 Codex | Frontier | 0 | 16 | 0 | 236 | 0% |
| MiniMax M2.7 | Frontier | 0 | 10 | 0 | 231 | 0% |
| GPT 5.4 Mini | Mid | 0 | 6 | 2 | 240 | 0% |
| GPT 5.4 | Frontier | 0 | 5 | 0 | 235 | 0% |
| DeepSeek V3.2 | Mid | 0 | 3 | 1 | 239 | 0% |
| MiMo V2 Pro | Frontier | 0 | 3 | 0 | 239 | 0% |
| DeepSeek R1 0528 | Frontier | 1 | 1 | 34 | 214 | 50% |
| Devstral 2 2512 | Mid | 1 | 0 | 0 | 251 | 100% |
| Claude Opus 4.8 | Frontier | 0 | 1 | 0 | 8 | 0% |
| DeepSeek V4 Pro | Frontier | 0 | 1 | 0 | 8 | 0% |
| Gemini 3.5 Flash | Small | 0 | 1 | 0 | 8 | 0% |
| GLM 5.2 | Frontier | 0 | 1 | 0 | 8 | 0% |
| Kimi K2.7 Code | Frontier | 0 | 1 | 0 | 8 | 0% |
| MiMo V2.5 Pro | Frontier | 0 | 1 | 0 | 8 | 0% |
| MiniMax M3 | Frontier | 0 | 1 | 0 | 8 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 0 | 246 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 0 | 252 | n/a |
| DeepSeek V4 Flash | Mid | 0 | 0 | 0 | 9 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 0 | 9 | n/a |
| Llama 4 Scout | Small | 0 | 0 | 1 | 246 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 0 | 250 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 0 | 251 | n/a |
| Prompt | Tier | PubNub | Liveblocks | None | Other | A rate |
|---|---|---|---|---|---|---|
| project-management-tool | Advanced | 0 | 101 | 0 | 336 | 0% |
| project-management-tool | Intermediate | 0 | 55 | 3 | 377 | 0% |
| chat-application | Intermediate | 21 | 0 | 6 | 409 | 100% |
| project-management-tool | Beginner | 0 | 14 | 5 | 418 | 0% |
| project-management-tool | Advanced | 0 | 13 | 0 | 81 | 0% |
| chat-application | Beginner | 12 | 0 | 3 | 420 | 100% |
| chat-application | Advanced | 11 | 0 | 1 | 422 | 100% |
| social-media-platform | Intermediate | 8 | 0 | 4 | 422 | 100% |
| project-management-tool | Intermediate | 0 | 7 | 0 | 88 | 0% |
| social-media-platform | Advanced | 6 | 0 | 3 | 428 | 100% |
| project-management-tool | Beginner | 0 | 2 | 2 | 91 | 0% |
| chat-application | Beginner | 1 | 0 | 0 | 94 | 100% |
| chat-application | Advanced | 0 | 0 | 0 | 95 | n/a |
| chat-application | Intermediate | 0 | 0 | 0 | 95 | n/a |
| social-media-platform | Beginner | 0 | 0 | 17 | 412 | n/a |
| social-media-platform | Beginner | 0 | 0 | 3 | 92 | n/a |
| social-media-platform | Advanced | 0 | 0 | 0 | 94 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 0 | 95 | n/a |
