BizGenEval (Hard): leaderboard
Metric: Checklist score (0-100): for each generated image a Gemini 3 Flash Preview judge answers the prompt's 10 human-verified hard 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, averaged over the four capability dimensions (100 prompts each) of BizGenEval's 400 commercial-design prompts (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
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Nano Banana Pro | 76.7 | |
| 2 | Nano Banana 2 | 68.5 | |
| 3 | Seedream 5.0 Lite | 48.8 | |
| 4 | GPT Image 1.5 | 35.9 | |
| 5 | Seedream 4.5 | 30.1 | |
| 6 | Wan2.6-T2I | 21.9 | |
| 7 | Seedream 4.0 | 14.3 | |
| 8 | EMU3.5 | 13.2 | |
| 9 | HunyuanImage 3.0 | 13 | |
| 10 | GPT Image 1 | 11.2 |
Interactive version: theaggregate.ai/benchmark?slug=bizgeneval-hard · How It Works · Data refreshed daily, snapshot 2026-10-11.