Despite their advantages as a disease model, drug screening studies do not commonly utilize zebrafish due to difficulties related to automating data acquisition and analysis to quantify morphological and other changes with high throughput. Here, we describe a new artificial intelligence (A.I.) powered image analysis tool developed by IDEA Bio-Medical that enables screening and quantitation of zebrafish and internal organs visualized via microscopy in microwell plates in a parameter-free fashion.