This paper introduces a linguistic benchmark for Icelandic-language LLMs, the first of its kind manually constructed by native speakers. We report on the scores obtained by current state-of-the-art models, which indicate room for improvement, and discuss the theoretical problems involved in creating such a benchmark and scoring a model’s performance.