| Metric | Value |
|---|---|
| Firebase wins | 264 |
| Ably wins | 327 |
| Abstains (no tool) | 16 |
| Other tool chosen | 753 |
| Decisive cases | 591 |
| Firebase win rate (unweighted) | 44.7% |
| 95% CI | 40.7% - 48.7% |
| Firebase win rate (weighted) | 44.7% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Firebase | Ably | None | Other | A rate |
|---|---|---|---|---|---|---|
| Devstral 2 2512 | Mid | 71 | 0 | 0 | 1 | 100% |
| Llama 4 Scout | Small | 19 | 24 | 0 | 29 | 44% |
| GPT 5.3 Codex | Frontier | 0 | 40 | 0 | 32 | 0% |
| Qwen3 Coder Next | Mid | 39 | 0 | 0 | 33 | 100% |
| Mistral Small 4 | Mid | 25 | 14 | 0 | 32 | 64% |
| DeepSeek R1 0528 | Frontier | 16 | 22 | 12 | 21 | 42% |
| GPT 5.4 Mini | Mid | 3 | 35 | 0 | 34 | 8% |
| Gemini 2.5 Flash | Small | 31 | 2 | 0 | 39 | 94% |
| GPT 5.4 | Frontier | 2 | 31 | 0 | 37 | 6% |
| Claude Sonnet 4.6 | Frontier | 0 | 30 | 0 | 42 | 0% |
| MiniMax M2.7 | Frontier | 17 | 10 | 0 | 45 | 63% |
| Claude Opus 4.6 | Frontier | 0 | 25 | 0 | 46 | 0% |
| Llama 4 Maverick | Frontier | 0 | 25 | 0 | 47 | 0% |
| Gemini 2.5 Pro | Frontier | 0 | 24 | 0 | 48 | 0% |
| Kimi K2.5 | Frontier | 0 | 23 | 3 | 45 | 0% |
| Claude Haiku 4.5 | Small | 22 | 0 | 0 | 48 | 100% |
| MiMo V2 Pro | Frontier | 19 | 2 | 0 | 51 | 90% |
| GLM 5 Turbo | Frontier | 0 | 20 | 1 | 51 | 0% |
| DeepSeek V3.2 | Mid | 0 | 0 | 0 | 72 | n/a |
| Prompt | Tier | Firebase | Ably | None | Other | A rate |
|---|---|---|---|---|---|---|
| chat-application | Advanced | 13 | 90 | 1 | 47 | 13% |
| chat-application | Intermediate | 56 | 26 | 1 | 68 | 68% |
| social-media-platform | Advanced | 9 | 69 | 1 | 72 | 12% |
| project-management-tool | Advanced | 11 | 53 | 0 | 87 | 17% |
| social-media-platform | Intermediate | 28 | 35 | 2 | 86 | 44% |
| chat-application | Beginner | 44 | 10 | 1 | 96 | 81% |
| project-management-tool | Intermediate | 36 | 14 | 2 | 99 | 72% |
| social-media-platform | Beginner | 25 | 24 | 6 | 97 | 51% |
| project-management-tool | Beginner | 42 | 6 | 2 | 101 | 88% |
