| Metric | Value |
|---|---|
| Ably wins | 1251 |
| Firebase wins | 920 |
| Abstains (no tool) | 54 |
| Other tool chosen | 2570 |
| Decisive cases | 2171 |
| Ably win rate (unweighted) | 57.6% |
| 95% CI | 55.5% - 59.7% |
| Ably win rate (weighted) | 57.6% |
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 | 237 | 0 | 6 | 0% |
| Mistral Small 4 | Mid | 54 | 104 | 0 | 89 | 34% |
| Llama 4 Scout | Small | 78 | 79 | 0 | 91 | 50% |
| GPT 5.3 Codex | Frontier | 149 | 0 | 0 | 103 | 100% |
| GPT 5.4 Mini | Mid | 120 | 20 | 4 | 104 | 86% |
| Qwen3 Coder Next | Mid | 0 | 137 | 0 | 113 | 0% |
| DeepSeek R1 0528 | Frontier | 85 | 45 | 40 | 81 | 65% |
| Claude Sonnet 4.6 | Frontier | 103 | 0 | 0 | 149 | 100% |
| GPT 5.4 | Frontier | 93 | 6 | 0 | 96 | 94% |
| Gemini 2.5 Pro | Frontier | 97 | 0 | 0 | 155 | 100% |
| Llama 4 Maverick | Frontier | 89 | 0 | 0 | 160 | 100% |
| Gemini 2.5 Flash | Small | 3 | 83 | 0 | 112 | 3% |
| Claude Haiku 4.5 | Small | 0 | 84 | 0 | 161 | 0% |
| MiniMax M2.7 | Frontier | 26 | 45 | 0 | 125 | 37% |
| Kimi K2.5 | Frontier | 70 | 0 | 5 | 121 | 100% |
| GLM 5 Turbo | Frontier | 65 | 0 | 3 | 130 | 100% |
| MiMo V2 Pro | Frontier | 9 | 54 | 0 | 134 | 14% |
| Claude Opus 4.6 | Frontier | 49 | 0 | 0 | 148 | 100% |
| GPT 5.5 | Frontier | 34 | 0 | 0 | 20 | 100% |
| DeepSeek V4 Pro | Frontier | 17 | 6 | 1 | 29 | 74% |
| MiMo V2.5 Pro | Frontier | 8 | 15 | 0 | 31 | 35% |
| GLM 5.2 | Frontier | 22 | 0 | 0 | 32 | 100% |
| Kimi K2.7 Code | Frontier | 21 | 0 | 0 | 33 | 100% |
| MiniMax M3 | Frontier | 14 | 0 | 0 | 40 | 100% |
| DeepSeek V3.2 | Mid | 12 | 2 | 1 | 183 | 86% |
| DeepSeek V4 Flash | Mid | 10 | 3 | 0 | 39 | 77% |
| Gemini 3.5 Flash | Small | 12 | 0 | 0 | 42 | 100% |
| Claude Opus 4.8 | Frontier | 11 | 0 | 0 | 43 | 100% |
| Prompt | Tier | Ably | Firebase | None | Other | A rate |
|---|---|---|---|---|---|---|
| chat-application | Advanced | 336 | 51 | 1 | 144 | 87% |
| chat-application | Intermediate | 103 | 188 | 8 | 236 | 35% |
| social-media-platform | Advanced | 259 | 28 | 4 | 242 | 90% |
| project-management-tool | Advanced | 208 | 39 | 0 | 287 | 84% |
| social-media-platform | Intermediate | 130 | 96 | 5 | 300 | 58% |
| chat-application | Beginner | 48 | 157 | 4 | 325 | 23% |
| project-management-tool | Intermediate | 59 | 122 | 3 | 350 | 33% |
| social-media-platform | Beginner | 84 | 94 | 22 | 327 | 47% |
| project-management-tool | Beginner | 24 | 145 | 7 | 359 | 14% |
