Role of Artificial Intelligence in Formulation Design

Artificial Intelligence (AI) and Machine Learning (ML) are transforming pharmaceutical formulation design by improving innovation and efficiency. Meta-analyses show AI accelerates drug discovery and development timelines, enhances success rates in trials, and supports rational drug design, leading to safer and more effective therapies. AI/ML also optimize drug delivery systems, particularly in controlled-release formulations and nanoparticle-based carriers, by accurately predicting their physicochemical properties. Despite these advances, challenges such as limited data availability, regulatory hurdles, and ethical concerns remain. However, ongoing research and technological evolution suggest that AI and ML will continue to play a pivotal role in future pharmaceutical formulation development, ultimately improving healthcare outcomes.[