Process analytical technology

It's a commercial deployment already available at multiple pharmaceutical manufacturers right now.

Then there's Process Analytical Technology, or PAT, and the AI-assisted process optimization that sits on top of it, which is the second most mature application area.

PAT uses in-process measurement data to predict finished product quality in real time rather than waiting for end-of-process testing.

Machine learning models trained on PAT data can identify process parameter combinations that maximize yield and production quality and can trigger real-time adjustment to keep the process within optimal operating ranges.