Creating high-quality annotations for automated surface inspection is a critical step in building an effective defect detection system. Built on the Ango Hub platform, iMerit introduces a purpose-built application for manufacturing defect detection with an algorithm-based predictive model for automation, augmented by active annotation and learning with subject matter experts for high accuracy.