Frequently asked question
Where can AI be used responsibly in CMC and GMP work today?
The appropriate use depends on the level of regulatory maturity and human oversight. Established applications include tools supporting process monitoring, continued process verification, laboratory or manufacturing data management, and controlled electronic records. Emerging uses…
Answer
The appropriate use depends on the level of regulatory maturity and human oversight. Established applications include tools supporting process monitoring, continued process verification, laboratory or manufacturing data management, and controlled electronic records. Emerging uses include AI-assisted Module 3 gap analysis, stability modeling, and batch-record review, provided outputs are verified by qualified personnel and the underlying data and systems are controlled. Fully autonomous regulatory conclusions or batch-release decisions remain far more difficult to justify. AI should support accountable expert judgment, not replace required human review or quality-unit responsibility.
Connected intelligence
Continue through the evidence graph.
Article
OOS Root Cause Analysis — Moving Beyond ‘Analyst Error’
"Analyst error" is not a root cause — it is a conclusion in search of evidence, and FDA’s May 2022 Level 2 revised OOS guidance is…Article
Chiral Drug Substances: Stereospecific Synthesis, Enantiomeric Purity, and the ICH Q6A Specification Strategy
More than half of the small molecule drugs approved by FDA in any given year contain at least one stereocenter. For most of those programs, the…Article
CAPA Effectiveness Verification — Closing the Loop FDA Actually Closes
An FDA investigator reviewing your CAPA system is not interested in how many CAPAs you have opened — they are interested in how many you have…Article
CareFusion 213, LLC (BD) Class I Recall — ChloraPrep Sterile Antiseptic Applicators: The Sterile Manufacturing System Failure Behind the Recall and What Every Aseptic Processing Director Must Address
CareFusion 213, LLC, a subsidiary of Becton, Dickinson and Company (BD), has recalled two configurations of its BD ChloraPrep One-Step and FREPP Clear sterile antiseptic applicators…When the answer needs context
Connect the question to the evidence and the decision.
Use XGene intelligence or bring the specific technical situation into a focused conversation.