We report preliminary analyses from an ongoing study using performance-based tasks to assess science teachers’ generative AI (GenAI) literacy for classroom assessment and compare these scores with self-reported GenAI use and confidence. Preliminary findings indicate moderate correlation with use frequency but weak correlation with confidence, highlighting performance assessments’ value.