ProductWebGen - Webpage Content Appeal (Qwen-Image-Edit Pipeline): leaderboard

Product webpage generation (ProductWebGen, Liu et al., 2026): 500 requests in 13 product categories, each a source product image with layout, style, content and visual-consistency instructions, answered with renderable HTML and showcase images. An LLM writes the page and image descriptions and Qwen-Image-Edit draws the images; GLM-4.5V rates the rendered page for persuasive copy, service details and reviews from 0 to 10, higher is better.

Metric: Webpage content appeal (0-10; GLM-4.5V rating of the rendered page for promotional copy, service details and reviews), LLM page with Qwen-Image-Edit images, 500 samples. Source: arxiv.org. Saturation forecast: Estimated already saturated. 4 models tracked.

Top models

#ModelScoreOverall rank
1Claude Sonnet 47.45#397
2Gemini 2.5 Flash7.44#452
3Grok 47.21#306
4GPT-4o6.37#741

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=productwebgen-webpage-content-appeal-qwen-image-edit-pipeline · How It Works · Data refreshed daily, snapshot 2026-11-12.