
Mahmood Majeed, ZS, explains why measurable AI outcomes in pharma supply chain and manufacturing jumped from 29% to 53%, and how GMP limits and GxP validation shape adoption.
Accurately identifying analytes that exceed the ICH identification thresholds is critical to a compound’s safety and stability profile in preparation for NDA filing.






