Announcing a new article publication for BIO Integration journal. The emerging application of artificial intelligence (AI) in pediatric ultrasound has shown significant potential to improve diagnostic accuracy and efficiency, particularly in addressing the challenges of conventional ultrasound in operator dependence, inconsistent image quality, and limited quantitative analysis capabilities.