AesGuide - Completeness: leaderboard
Metric: Completeness score (coverage of the reference critique) on AesGuide's 1,000 benchmark photos: the model writes an aesthetic critique with issues and shooting guidance, scored 0, 1 or 2 per photo by a GPT judge against expert-revised reference critiques, mean on a 0 to 2 scale; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 10 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-4o | 0.84 | #333 |
| 2 | MiniCPM-V-2.6 | 0.83 | #825 |
No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.
Interactive version: theaggregate.ai/benchmark?slug=aesguide-completeness · How It Works · Data refreshed daily, snapshot 2026-10-11.