Metaphore’s platform brings together large scale live-cell experimentation and machine learning to design functional antibodies based on how biology actually behaves. By measuring protein activity in its native live state, our platform identifies the features that drive function, not just binding. These insights guide the creation of next generation biologics that can activate pathways, tune signaling, or engage multiple targets at once.