Ginkgo Bioworks, Inductive Bio, and Tangible Scientific have partnered to create an integrated AI-driven lab-in-the-loop platform aimed at streamlining drug discovery workflows. This collaboration combines rapid ADME profiling, model-driven chemistry design, and API-enabled compound management to reduce synthesis cycles and accelerate turnaround times. Separately, Sanofi's iLab program exemplifies a broader industry shift towards data-centric, automated bioprocessing (Bioprocessing 4.0), significantly enhancing efficiency, quality, and sustainability in biologics manufacturing.