The RealChart2Code benchmark shows 14 leading AI models lose nearly 50% of their performance when processing complex visualizations. Top proprietary models struggle to translate intricate real-world datasets into accurate code. This gap reveals a critical weakness in current multimodal reasoning. Developers must prioritize structural data parsing over simple image recognition.