The document describes efforts to simplify the whole embryo culture (WEC) assay to increase its throughput for developmental toxicology screening. The traditional WEC assay is time-intensive and requires extensive expertise. A simplified WEC assay was developed using a statistical prediction model based on measurements of just two structural endpoints and one growth endpoint in rat embryos exposed to test compounds. This simplified assay achieved 83% predictivity compared to the traditional WEC assay in classifying compounds as teratogenic or non-teratogenic, while reducing animal use and costs by 50%. The simplified WEC assay shows potential as a higher throughput alternative for developmental toxicity screening.