Metrology plays a critical role in the rapid progress of Artificial Intelligence (AI), particularly in computer vision. This article explores the importance of metrology in image synthesis for computer vision tasks, with a particular focus on object detection for quality control. The aim is to improve the accuracy, reliability and quality of AI models. Through the use of precise measurements, standards and calibration techniques, a carefully constructed dataset has been generated and used to train AI models. By incorporating metrology into AI models, we aim at improving their overall performance and robustness.