| Metric | Value |
|---|---|
| Firebase wins | 918 |
| Ably wins | 1264 |
| Abstains (no tool) | 52 |
| Other tool chosen | 2562 |
| Decisive cases | 2182 |
| Firebase win rate (unweighted) | 42.1% |
| 95% CI | 40.0% - 44.2% |
| Firebase win rate (weighted) | 42.1% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Firebase | Ably | None | Other | A rate |
|---|---|---|---|---|---|---|
| Devstral 2 2512 | Mid | 228 | 0 | 0 | 6 | 100% |
| Mistral Small 4 | Mid | 107 | 56 | 0 | 84 | 66% |
| Llama 4 Scout | Small | 81 | 76 | 0 | 91 | 52% |
| GPT 5.3 Codex | Frontier | 1 | 149 | 0 | 102 | 1% |
| GPT 5.4 Mini | Mid | 21 | 121 | 4 | 102 | 15% |
| Qwen3 Coder Next | Mid | 141 | 0 | 0 | 109 | 100% |
| DeepSeek R1 0528 | Frontier | 47 | 86 | 40 | 78 | 35% |
| Claude Sonnet 4.6 | Frontier | 0 | 104 | 0 | 148 | 0% |
| GPT 5.4 | Frontier | 6 | 89 | 0 | 92 | 6% |
| Gemini 2.5 Pro | Frontier | 0 | 95 | 0 | 157 | 0% |
| Llama 4 Maverick | Frontier | 0 | 89 | 0 | 160 | 0% |
| Claude Haiku 4.5 | Small | 82 | 0 | 0 | 163 | 100% |
| Gemini 2.5 Flash | Small | 78 | 3 | 0 | 108 | 96% |
| MiniMax M2.7 | Frontier | 44 | 25 | 0 | 118 | 64% |
| Kimi K2.5 | Frontier | 0 | 68 | 3 | 116 | 0% |
| GLM 5 Turbo | Frontier | 0 | 63 | 3 | 123 | 0% |
| MiMo V2 Pro | Frontier | 52 | 9 | 0 | 127 | 85% |
| Claude Opus 4.6 | Frontier | 0 | 47 | 0 | 142 | 0% |
| GPT 5.5 | Frontier | 0 | 40 | 0 | 23 | 0% |
| MiMo V2.5 Pro | Frontier | 18 | 9 | 0 | 36 | 67% |
| DeepSeek V4 Pro | Frontier | 7 | 20 | 1 | 33 | 26% |
| GLM 5.2 | Frontier | 0 | 25 | 0 | 38 | 0% |
| Kimi K2.7 Code | Frontier | 0 | 24 | 0 | 39 | 0% |
| MiniMax M3 | Frontier | 0 | 16 | 0 | 47 | 0% |
| DeepSeek V4 Flash | Mid | 3 | 11 | 0 | 47 | 21% |
| DeepSeek V3.2 | Mid | 2 | 12 | 1 | 174 | 14% |
| Gemini 3.5 Flash | Small | 0 | 14 | 0 | 49 | 0% |
| Claude Opus 4.8 | Frontier | 0 | 13 | 0 | 50 | 0% |
| Prompt | Tier | Firebase | Ably | None | Other | A rate |
|---|---|---|---|---|---|---|
| chat-application | Advanced | 52 | 340 | 1 | 138 | 13% |
| social-media-platform | Advanced | 28 | 264 | 3 | 239 | 10% |
| chat-application | Intermediate | 189 | 101 | 8 | 238 | 65% |
| project-management-tool | Advanced | 41 | 210 | 0 | 283 | 16% |
| social-media-platform | Intermediate | 97 | 132 | 4 | 298 | 42% |
| chat-application | Beginner | 156 | 50 | 4 | 324 | 76% |
| social-media-platform | Beginner | 94 | 84 | 22 | 327 | 53% |
| project-management-tool | Intermediate | 118 | 58 | 3 | 355 | 67% |
| project-management-tool | Beginner | 143 | 25 | 7 | 360 | 85% |
