| Metric | Value |
|---|---|
| Firebase wins | 910 |
| Ably wins | 1174 |
| Abstains (no tool) | 47 |
| Other tool chosen | 2636 |
| Decisive cases | 2084 |
| Firebase win rate (unweighted) | 43.7% |
| 95% CI | 41.6% - 45.8% |
| Firebase win rate (weighted) | 43.7% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Firebase | Ably | None | Other | A rate |
|---|---|---|---|---|---|---|
| Devstral 2 2512 | Mid | 233 | 3 | 0 | 16 | 99% |
| Mistral Small 4 | Mid | 104 | 51 | 0 | 95 | 67% |
| Llama 4 Scout | Small | 67 | 83 | 1 | 96 | 45% |
| GPT 5.3 Codex | Frontier | 0 | 148 | 0 | 104 | 0% |
| GPT 5.4 Mini | Mid | 19 | 122 | 2 | 105 | 13% |
| Qwen3 Coder Next | Mid | 139 | 0 | 0 | 112 | 100% |
| DeepSeek R1 0528 | Frontier | 51 | 81 | 34 | 84 | 39% |
| GPT 5.4 | Frontier | 10 | 107 | 0 | 123 | 9% |
| Claude Sonnet 4.6 | Frontier | 0 | 106 | 0 | 146 | 0% |
| Gemini 2.5 Flash | Small | 88 | 11 | 1 | 143 | 89% |
| Gemini 2.5 Pro | Frontier | 0 | 90 | 0 | 162 | 0% |
| Kimi K2.5 | Frontier | 0 | 90 | 5 | 146 | 0% |
| MiniMax M2.7 | Frontier | 53 | 31 | 0 | 157 | 63% |
| MiMo V2 Pro | Frontier | 69 | 11 | 0 | 162 | 86% |
| GLM 5 Turbo | Frontier | 0 | 76 | 3 | 164 | 0% |
| Llama 4 Maverick | Frontier | 0 | 74 | 0 | 177 | 0% |
| Claude Haiku 4.5 | Small | 70 | 0 | 0 | 176 | 100% |
| Claude Opus 4.6 | Frontier | 0 | 49 | 0 | 193 | 0% |
| DeepSeek V3.2 | Mid | 2 | 18 | 1 | 222 | 10% |
| GPT 5.5 | Frontier | 0 | 6 | 0 | 3 | 0% |
| MiMo V2.5 Pro | Frontier | 4 | 1 | 0 | 4 | 80% |
| GLM 5.2 | Frontier | 0 | 4 | 0 | 5 | 0% |
| Kimi K2.7 Code | Frontier | 0 | 4 | 0 | 5 | 0% |
| DeepSeek V4 Flash | Mid | 1 | 1 | 0 | 7 | 50% |
| Claude Opus 4.8 | Frontier | 0 | 2 | 0 | 7 | 0% |
| DeepSeek V4 Pro | Frontier | 0 | 2 | 0 | 7 | 0% |
| Gemini 3.5 Flash | Small | 0 | 2 | 0 | 7 | 0% |
| MiniMax M3 | Frontier | 0 | 1 | 0 | 8 | 0% |
| Prompt | Tier | Firebase | Ably | None | Other | A rate |
|---|---|---|---|---|---|---|
| chat-application | Advanced | 41 | 266 | 1 | 126 | 13% |
| chat-application | Intermediate | 161 | 87 | 6 | 182 | 65% |
| social-media-platform | Advanced | 26 | 200 | 3 | 208 | 12% |
| project-management-tool | Advanced | 32 | 166 | 0 | 239 | 16% |
| social-media-platform | Intermediate | 84 | 100 | 4 | 246 | 46% |
| chat-application | Beginner | 133 | 35 | 3 | 264 | 79% |
| project-management-tool | Intermediate | 106 | 46 | 3 | 280 | 70% |
| project-management-tool | Beginner | 125 | 19 | 5 | 288 | 87% |
| social-media-platform | Beginner | 73 | 64 | 17 | 275 | 53% |
| project-management-tool | Advanced | 4 | 45 | 0 | 45 | 8% |
| chat-application | Advanced | 1 | 48 | 0 | 46 | 2% |
| social-media-platform | Advanced | 0 | 42 | 0 | 52 | 0% |
| chat-application | Beginner | 31 | 9 | 0 | 55 | 78% |
| chat-application | Intermediate | 27 | 13 | 0 | 55 | 68% |
| social-media-platform | Intermediate | 16 | 21 | 0 | 58 | 43% |
| project-management-tool | Intermediate | 18 | 4 | 0 | 73 | 82% |
| social-media-platform | Beginner | 16 | 5 | 3 | 71 | 76% |
| project-management-tool | Beginner | 16 | 4 | 2 | 73 | 80% |
