Indovinya and LSU developed an AI-Driven Surfactant Design framework that combines Generative AI with molecular-dynamics simulations to accelerate surfactant discovery. In 2025 alone, four validated models screened more than 1,000 molecules, saving 3,500 lab hours and transforming surfactant design from trial-and-error to predictive, data-driven innovation.