WebForge-Bench - Content Creation: leaderboard

Metric: Accuracy (%) on the content creation and publishing tasks of the 934 WebForge-Bench tasks on generated, self-contained websites with injected real-web noise, up to 50 browser actions in a Chromium GUI, final-state answer checking; multimodal setting: screenshot plus DOM; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 10 models tracked.

Top models

#ModelScore
1Gemini 3 Pro80.9
2Claude Sonnet 4.576.3
3Kimi K2.574.8
4Gemini 3 Flash74.8
5GPT-5.271
6GPT-5 Mini67.9
7Qwen 3 VL 235B A22B51.1
8Gemini 2.5 Flash Lite39.7
9GPT-5 Nano30.5
10qwen3-omni-30B13

Interactive version: theaggregate.ai/benchmark?slug=webforge-bench-content-creation · How It Works · Data refreshed daily, snapshot 2026-10-07.