Digital animal free testing (daft) system

A workstation solution for test predicting human safety concerns in a test agent, comprising:

• a real-time platform or human MicroPhysiological Systems (hMPS) unit configured to incubate the test agent aliquots collected from a preparation, and
• a digital platform with embedded artificial intelligence (AI) and machine learning (ML) tools, augmented with robotic process automation framework, wherein the digital platform with embedded artificial intelligence (AI) and machine learning (ML) tools, augmented with robotic process automation framework, is configured to predict safety (pharmacology) risks from one or more phenotypes, genotypes and proteotype data sets acquired from one or more test agents treated human MicroPhysiological Systems (hMPS) platform in a modular assay system,
• wherein the digital platform is trained with one or more phenotypes, genotypes, proteotypes, biochemical data sets as one or more benchmark patterns and signals configured as one or more positive or negative controls to provide a bandwidth to the digital platform with embedded artificial intelligence (AI) and machine learning (ML) tools for detecting one or more anomalies in a real-time assaying, and wherein the workstation solution is a Digital Animal Free Testing (DAFT), which is a foundational scheme while the modular assay system is one of a derived application.