| Metric | Value |
|---|---|
| Ably wins | 1264 |
| Firebase wins | 918 |
| Abstains (no tool) | 52 |
| Other tool chosen | 2562 |
| Decisive cases | 2182 |
| Ably win rate (unweighted) | 57.9% |
| 95% CI | 55.8% - 60.0% |
| Ably win rate (weighted) | 57.9% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Ably | Firebase | None | Other | A rate |
|---|---|---|---|---|---|---|
| Devstral 2 2512 | Mid | 0 | 228 | 0 | 6 | 0% |
| Mistral Small 4 | Mid | 56 | 107 | 0 | 84 | 34% |
| Llama 4 Scout | Small | 76 | 81 | 0 | 91 | 48% |
| GPT 5.3 Codex | Frontier | 149 | 1 | 0 | 102 | 99% |
| GPT 5.4 Mini | Mid | 121 | 21 | 4 | 102 | 85% |
| Qwen3 Coder Next | Mid | 0 | 141 | 0 | 109 | 0% |
| DeepSeek R1 0528 | Frontier | 86 | 47 | 40 | 78 | 65% |
| Claude Sonnet 4.6 | Frontier | 104 | 0 | 0 | 148 | 100% |
| Gemini 2.5 Pro | Frontier | 95 | 0 | 0 | 157 | 100% |
| GPT 5.4 | Frontier | 89 | 6 | 0 | 92 | 94% |
| Llama 4 Maverick | Frontier | 89 | 0 | 0 | 160 | 100% |
| Claude Haiku 4.5 | Small | 0 | 82 | 0 | 163 | 0% |
| Gemini 2.5 Flash | Small | 3 | 78 | 0 | 108 | 4% |
| MiniMax M2.7 | Frontier | 25 | 44 | 0 | 118 | 36% |
| Kimi K2.5 | Frontier | 68 | 0 | 3 | 116 | 100% |
| GLM 5 Turbo | Frontier | 63 | 0 | 3 | 123 | 100% |
| MiMo V2 Pro | Frontier | 9 | 52 | 0 | 127 | 15% |
| Claude Opus 4.6 | Frontier | 47 | 0 | 0 | 142 | 100% |
| GPT 5.5 | Frontier | 40 | 0 | 0 | 23 | 100% |
| DeepSeek V4 Pro | Frontier | 20 | 7 | 1 | 33 | 74% |
| MiMo V2.5 Pro | Frontier | 9 | 18 | 0 | 36 | 33% |
| GLM 5.2 | Frontier | 25 | 0 | 0 | 38 | 100% |
| Kimi K2.7 Code | Frontier | 24 | 0 | 0 | 39 | 100% |
| MiniMax M3 | Frontier | 16 | 0 | 0 | 47 | 100% |
| Gemini 3.5 Flash | Small | 14 | 0 | 0 | 49 | 100% |
| DeepSeek V3.2 | Mid | 12 | 2 | 1 | 174 | 86% |
| DeepSeek V4 Flash | Mid | 11 | 3 | 0 | 47 | 79% |
| Claude Opus 4.8 | Frontier | 13 | 0 | 0 | 50 | 100% |
| Prompt | Tier | Ably | Firebase | None | Other | A rate |
|---|---|---|---|---|---|---|
| chat-application | Advanced | 340 | 52 | 1 | 138 | 87% |
| social-media-platform | Advanced | 264 | 28 | 3 | 239 | 90% |
| chat-application | Intermediate | 101 | 189 | 8 | 238 | 35% |
| project-management-tool | Advanced | 210 | 41 | 0 | 283 | 84% |
| social-media-platform | Intermediate | 132 | 97 | 4 | 298 | 58% |
| chat-application | Beginner | 50 | 156 | 4 | 324 | 24% |
| social-media-platform | Beginner | 84 | 94 | 22 | 327 | 47% |
| project-management-tool | Intermediate | 58 | 118 | 3 | 355 | 33% |
| project-management-tool | Beginner | 25 | 143 | 7 | 360 | 15% |
