It’s not the lack of technology—it’s the lack of data readiness. Data Isn’t Just The Fuel—It’s The Engine. ... Monitoring consistency and completeness made the data reliable for AI.

To address the lack of data uniformity, NIIMBL and OAGi will try to encourage the drug industry and its suppliers to use an ontology—or set of common standards—for raw materials.