Machine learning is transforming clinical trial monitoring from slow, manual oversight into real-time, predictive decision-making. As decentralized designs, digital biomarkers, and regulatory expectations evolve, the industry is entering a new era where data integrity, responsiveness, and automation are no longer optional—they’re essential.