BizGenEval (Easy) - Layout Control: leaderboard

Metric: Checklist score (0-100): for each generated image a Gemini 3 Flash Preview judge answers the prompt's 10 human-verified easy yes/no questions, the image scores max(0, 1 - 0.2 x errors), so five or more errors give 0, and scores are averaged and shown as a percentage, on the 100 layout-control prompts of BizGenEval (20 per document type: slides, webpages, posters, charts, scientific figures); one image per prompt at the official default settings, resolution set to the nearest supported aspect ratio of the reference design; higher is better. Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 26 models tracked.

Top models

#ModelScoreOverall rank
1Nano Banana Pro91.2
2Nano Banana 291
3Seedream 5.0 Lite89
4GPT Image 1.584.8
5Wan2.6-T2I80.6
6Seedream 4.073.4
7Seedream 4.571.6
8Qwen-Image-251270.6
9Z-Image69.2
10Hunyuan-Image-2.168.4

Interactive version: theaggregate.ai/benchmark?slug=bizgeneval-easy-layout-control · How It Works · Data refreshed daily, snapshot 2026-10-11.