| Metric | Value |
|---|---|
| PubNub wins | 72 |
| Liveblocks wins | 213 |
| Abstains (no tool) | 52 |
| Other tool chosen | 4459 |
| Decisive cases | 285 |
| PubNub win rate (unweighted) | 25.3% |
| 95% CI | 20.6% - 30.6% |
| PubNub win rate (weighted) | 25.3% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | PubNub | Liveblocks | None | Other | A rate |
|---|---|---|---|---|---|---|
| Llama 4 Maverick | Frontier | 49 | 1 | 0 | 199 | 98% |
| Kimi K2.5 | Frontier | 0 | 46 | 3 | 138 | 0% |
| Claude Opus 4.6 | Frontier | 0 | 39 | 0 | 150 | 0% |
| Gemini 2.5 Pro | Frontier | 0 | 22 | 0 | 230 | 0% |
| GLM 5 Turbo | Frontier | 0 | 19 | 3 | 167 | 0% |
| GPT 5.3 Codex | Frontier | 0 | 18 | 0 | 234 | 0% |
| Gemini 2.5 Flash | Small | 16 | 0 | 0 | 173 | 100% |
| GLM 5.2 | Frontier | 0 | 13 | 0 | 50 | 0% |
| Gemini 3.5 Flash | Small | 0 | 10 | 0 | 53 | 0% |
| MiniMax M2.7 | Frontier | 0 | 8 | 0 | 179 | 0% |
| MiniMax M3 | Frontier | 1 | 5 | 0 | 57 | 17% |
| Claude Opus 4.8 | Frontier | 0 | 5 | 0 | 58 | 0% |
| DeepSeek V4 Pro | Frontier | 0 | 5 | 1 | 55 | 0% |
| Kimi K2.7 Code | Frontier | 0 | 5 | 0 | 58 | 0% |
| Devstral 2 2512 | Mid | 4 | 0 | 0 | 230 | 100% |
| GPT 5.4 | Frontier | 0 | 4 | 0 | 183 | 0% |
| DeepSeek V3.2 | Mid | 0 | 3 | 1 | 185 | 0% |
| GPT 5.5 | Frontier | 0 | 3 | 0 | 60 | 0% |
| MiMo V2 Pro | Frontier | 0 | 3 | 0 | 185 | 0% |
| MiMo V2.5 Pro | Frontier | 1 | 1 | 0 | 61 | 50% |
| GPT 5.4 Mini | Mid | 0 | 2 | 4 | 242 | 0% |
| DeepSeek R1 0528 | Frontier | 1 | 0 | 40 | 210 | 100% |
| Llama 4 Scout | Small | 0 | 1 | 0 | 247 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 0 | 245 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 0 | 252 | n/a |
| DeepSeek V4 Flash | Mid | 0 | 0 | 0 | 61 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 0 | 247 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 0 | 250 | n/a |
| Prompt | Tier | PubNub | Liveblocks | None | Other | A rate |
|---|---|---|---|---|---|---|
| project-management-tool | Advanced | 0 | 121 | 0 | 413 | 0% |
| project-management-tool | Intermediate | 0 | 76 | 3 | 455 | 0% |
| chat-application | Intermediate | 26 | 0 | 8 | 502 | 100% |
| project-management-tool | Beginner | 0 | 16 | 7 | 512 | 0% |
| chat-application | Beginner | 15 | 0 | 4 | 515 | 100% |
| chat-application | Advanced | 11 | 0 | 1 | 519 | 100% |
| social-media-platform | Advanced | 11 | 0 | 3 | 520 | 100% |
| social-media-platform | Intermediate | 9 | 0 | 4 | 518 | 100% |
| social-media-platform | Beginner | 0 | 0 | 22 | 505 | n/a |
