The VAMPS benchmark highlights the challenges multimodal large language models face when integrating visual aids into mathematical problem-solving, revealing that traditional analytical methods often outperform visual tool-assisted approaches. This research underscores the need for improved model capabilities in leveraging visualization for engineering and scientific workflows.