Navigating AI Compliance in Life Sciences

FDA policy insights and practical guidance for AI governance in a regulated world

In life sciences manufacturing, artificial intelligence (AI) is already on the shop floor, in the quality system, and on regulators' radar. The real question is no longer whether to adopt it, but how to do so in a way that is compliant, defensible, and built for the long haul. Drawing on insights from a policy specialist from the U.S. Food and Drug Administration (FDA) Digital Health Center of Excellence and a MasterControl AI leader, this industry brief delivers a rare dual perspective on what regulators expect and what responsible AI adoption and governance looks like in practice. If your teams are moving faster on AI than your policies can keep up with, this is where that gap gets addressed. 

What you'll learn: 

  • Understand the key governance themes the FDA emphasizes for AI and what they mean for your quality and manufacturing systems. 

  • Learn how to build a defensible AI foundation anchored to internationally recognized standards, with humans meaningfully in control across the lifecycle. 

  • Discover where to start with low-risk, high-value AI use cases that build organizational confidence and compliance muscle before scaling to higher-stakes applications. 

Connected Data: The Foundation for Compliant AI

AI compliance is not a standalone project. It is an outcome of how well your quality and manufacturing systems are connected, governed, and designed to keep humans meaningfully in control. When AI capabilities are embedded in a connected platform rather than bolted onto legacy systems, the human oversight, audit trail, and change control are already there. A unified platform ensures that data is fit for purpose, models are monitored for drift, and every AI output is traceable to its source. That connected foundation is what turns AI ambition into defensible, audit-ready execution.

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Built for AI: MasterControl’s Unified Platform

MasterControl's connected platform spans quality management, manufacturing execution, and asset management, with AI built into its foundation rather than bolted on top. Every AI capability comes with a documented risk profile, a lifecycle owner, and a decision record.

  • Human Oversight

    MasterControl offers assistive AI with expert human oversight built in, where access controls, role-based permissions, and workflow design ensure only qualified users interact with AI in high-stakes contexts.

  • Knowledge Traceability

    Transparent, source-cited AI outputs show users exactly where information came from, enabling meaningful human review rather than blind acceptance of AI-generated results.

  • Data Governance

    Customer data stays segregated, is never used to train models without consent, and never leaves the environment to third-party processors, keeping your data protected by design.

  • ISO Certified

    Our ISO 42001-certified AI tools give your quality and IT teams the documented evidence needed to vet the platform as a regulated supplier and defend its use under audit.

Learn More About Compliance in the Modern Regulatory Era