Real-world implementation of AI-based follicular monitoring (FOLLISCAN) in the Adora clinic network was assessed via blinded review of 100 ultrasound scans plus two months of laboratory KPIs. Clinical decisions and trigger timing were unchanged, measurement variability dropped, lab KPIs stayed within competency thresholds, and ultrasound assessment time fell by up to 50%.