VoxelCodeBench - Visual Quality: leaderboard
Metric: Visual quality (Look): mean human rating of the rendered output's aesthetic quality on a 0-10 scale; higher is better. Source: arxiv.org. Saturation forecast: Around 2031. 8 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5 | 5.71 |
| 2 | Claude Sonnet 4.5 | 5.01 |
| 3 | GPT-5 Mini | 4.86 |
| 4 | Claude Opus 4 | 4.13 |
| 5 | GPT-5 Chat | 3.66 |
| 6 | Claude 3 Opus | 3.4 |
| 7 | Claude 3.5 Sonnet | 3.3 |
| 8 | Gemini 3 Pro | 1.36 |
Interactive version: theaggregate.ai/benchmark?slug=voxelcodebench-visual-quality · How It Works · Data refreshed daily, snapshot 2026-10-07.