This study assessed how well climate models represent relationships between the North Atlantic ocean and atmosphere in autumn and winter. While models simulate observed relationships in autumn and winter, they fail to capture them in the transition between seasons. The results suggest the link between autumn sea surface temperatures and the winter atmosphere is driven mainly by atmospheric rather than ocean processes, highlighting important model biases that may limit seasonal forecast skill.