Why does autoregressive (AR) image generation still suck — even in the era of LLMs? The core issue might be the Visual Tokenizer (VT). We introduce VTBench, a comprehensive benchmark designed to evaluate 20+ state-of-the-art VTs in the context of AR image generation. Our