LLMs struggle with font identification tasks, as demonstrated by a benchmark comparing their predictions to community responses on dafont.com. Despite providing context such as image, thread title, and description, the results were disappointing, highlighting the limitations of current LLM capabilities in this specific classification task. This evaluation emphasizes that LLMs are not infallible and still have significant room for improvement.