We analyzed data from 25,969 test takers of a high-stakes, computer-adaptive English proficiency test to examine relationships between repeated use of AI-generated practice tests and performance, affect, and score-sharing behavior. Taking 1–3 practice tests was associated with higher scores and confidence, while higher usage showed different engagement and outcome