Successful PAT implementation should start small, with the goal of integrating data into decision-making and fostering cross-functional collaboration.

Leaders must manage trade-offs carefully. Poorly managed APIs can lead to over-automation, which increases errors at scale.

Process chemistry involves the development and optimization of production processes for chemical compounds, and the scaling up of laboratory reactions, particularly in the pharmaceutical sector.