This study offers a comparative evaluation of fifteen generative artificial intelligence models using 397 Italian multiple-choice questions on occupational medicine. Model accuracy ranged from 75.06% to 95.72%. The results highlight the need to assess large language models in specialized fields to support their safe and effective integration into medical education and occupational medicine practice.