Why pilots stall
Most pharma AI pilots stall not because the model is wrong, but because no one owns the operating model around it. Production AI needs data products, MLOps and a clear decision-rights map.
A GxP-aware MLOps pattern
Version everything - data, features, models and prompts. Treat models as GAMP 5 Cat. 4 software, with documented intended use, validation evidence and periodic review.
#Predictive Quality#MLOps#GxP
VI
Author
Vyana Insights
Data & AI Practice
Senior practitioners at Vyana Healthcare specialising in pharma digital transformation, MES, SAP and AI-led operations.
