This study evaluated the accuracy of automated ovarian follicle measurements using the FOLLISCAN AI platform integrated into routine IVF practice. A total of 294 ultrasound videos from 147 exams involving 101 patients were analyzed, resulting in 4,347 follicle annotations. The findings suggest that AI-based follicle annotation offers consistent and efficient measurements, requiring minimal expert intervention and significantly reducing time spent on manual counting.