| Metric | Value |
|---|---|
| Ably wins | 1174 |
| Firebase wins | 910 |
| Abstains (no tool) | 47 |
| Other tool chosen | 2636 |
| Decisive cases | 2084 |
| Ably win rate (unweighted) | 56.3% |
| 95% CI | 54.2% - 58.4% |
| Ably win rate (weighted) | 56.3% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Ably | Firebase | None | Other | A rate |
|---|---|---|---|---|---|---|
| Devstral 2 2512 | Mid | 3 | 233 | 0 | 16 | 1% |
| Mistral Small 4 | Mid | 51 | 104 | 0 | 95 | 33% |
| Llama 4 Scout | Small | 83 | 67 | 1 | 96 | 55% |
| GPT 5.3 Codex | Frontier | 148 | 0 | 0 | 104 | 100% |
| GPT 5.4 Mini | Mid | 122 | 19 | 2 | 105 | 87% |
| Qwen3 Coder Next | Mid | 0 | 139 | 0 | 112 | 0% |
| DeepSeek R1 0528 | Frontier | 81 | 51 | 34 | 84 | 61% |
| GPT 5.4 | Frontier | 107 | 10 | 0 | 123 | 91% |
| Claude Sonnet 4.6 | Frontier | 106 | 0 | 0 | 146 | 100% |
| Gemini 2.5 Flash | Small | 11 | 88 | 1 | 143 | 11% |
| Gemini 2.5 Pro | Frontier | 90 | 0 | 0 | 162 | 100% |
| Kimi K2.5 | Frontier | 90 | 0 | 5 | 146 | 100% |
| MiniMax M2.7 | Frontier | 31 | 53 | 0 | 157 | 37% |
| MiMo V2 Pro | Frontier | 11 | 69 | 0 | 162 | 14% |
| GLM 5 Turbo | Frontier | 76 | 0 | 3 | 164 | 100% |
| Llama 4 Maverick | Frontier | 74 | 0 | 0 | 177 | 100% |
| Claude Haiku 4.5 | Small | 0 | 70 | 0 | 176 | 0% |
| Claude Opus 4.6 | Frontier | 49 | 0 | 0 | 193 | 100% |
| DeepSeek V3.2 | Mid | 18 | 2 | 1 | 222 | 90% |
| GPT 5.5 | Frontier | 6 | 0 | 0 | 3 | 100% |
| MiMo V2.5 Pro | Frontier | 1 | 4 | 0 | 4 | 20% |
| GLM 5.2 | Frontier | 4 | 0 | 0 | 5 | 100% |
| Kimi K2.7 Code | Frontier | 4 | 0 | 0 | 5 | 100% |
| Claude Opus 4.8 | Frontier | 2 | 0 | 0 | 7 | 100% |
| DeepSeek V4 Pro | Frontier | 2 | 0 | 0 | 7 | 100% |
| Gemini 3.5 Flash | Small | 2 | 0 | 0 | 7 | 100% |
| DeepSeek V4 Flash | Mid | 1 | 1 | 0 | 7 | 50% |
| MiniMax M3 | Frontier | 1 | 0 | 0 | 8 | 100% |
| Prompt | Tier | Ably | Firebase | None | Other | A rate |
|---|---|---|---|---|---|---|
| chat-application | Advanced | 266 | 41 | 1 | 126 | 87% |
| chat-application | Intermediate | 87 | 161 | 6 | 182 | 35% |
| social-media-platform | Advanced | 200 | 26 | 3 | 208 | 88% |
| project-management-tool | Advanced | 166 | 32 | 0 | 239 | 84% |
| social-media-platform | Intermediate | 100 | 84 | 4 | 246 | 54% |
| chat-application | Beginner | 35 | 133 | 3 | 264 | 21% |
| project-management-tool | Intermediate | 46 | 106 | 3 | 280 | 30% |
| project-management-tool | Beginner | 19 | 125 | 5 | 288 | 13% |
| social-media-platform | Beginner | 64 | 73 | 17 | 275 | 47% |
| chat-application | Advanced | 48 | 1 | 0 | 46 | 98% |
| project-management-tool | Advanced | 45 | 4 | 0 | 45 | 92% |
| social-media-platform | Advanced | 42 | 0 | 0 | 52 | 100% |
| chat-application | Intermediate | 13 | 27 | 0 | 55 | 33% |
| chat-application | Beginner | 9 | 31 | 0 | 55 | 23% |
| social-media-platform | Intermediate | 21 | 16 | 0 | 58 | 57% |
| project-management-tool | Intermediate | 4 | 18 | 0 | 73 | 18% |
| social-media-platform | Beginner | 5 | 16 | 3 | 71 | 24% |
| project-management-tool | Beginner | 4 | 16 | 2 | 73 | 20% |
