The Role of AI in Biologics Manufacturing

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Enabling Consistency at Scale: The Role of AI in Biologics Manufacturing

From AI Pilots to Production Impact in GxP Environments

Bridging AI experimentation and real manufacturing outcomes by enabling production-ready, compliant systems that improve batch
consistency and decision-making.

About the Webinar

Biologics manufacturing operates in a high-variability, highly regulated environment where small shifts can impact yield, quality, and timelines. While AI investments are widespread, consistent production impact remains limited. This session explores what it takes to move beyond pilots—making AI reliable, traceable, and actionable in real manufacturing environments—supported by a live example from a GxP-regulated workflow.

Core Challenges

  • AI not translating into consistent production outcomes
  • Fragmented process, batch, and material context
  • Insights not embedded into operational decisions
  • GxP constraints limiting deployment
  • High sensitivity to process variability

Key Takeaways

  • Move beyond pilots : Understand what enables real production impact
  • Make insights actionable: Translate outputs into decisions—not dashboards
  • Build GxP-ready AI : Ensure traceability, validation, and auditability
  • Improve consistency : Reduce variability-driven disruptions at scale

Demo 1:  AI-Assisted Regulatory Review

  • AI-powered review of SOPs, deviations, and quality records against FDA & ICH frameworks
  • Citation-backed findings, remediation guidance, and AI-assisted audit response drafting
  • Deterministic, human-reviewed workflows with QMS integration and risk assessment support

Demo 2:  Agentic AI for Intelligent Batch Yield Optimization

  • AI agents to monitor critical process parameters in real time to predict batch yield and quality outcomes
  • Early identification of process variability risks with AI recommendations for optimal operating conditions
  • Improve yield, process robustness, and scale-up consistency through AI-driven manufacturing insights

Our Speakers

Soumyopriyo Saha

Senior Director,
Lifesciences

Panchali Roychoudhury

Senior Director Consulting,
Lifesciences

Angela Bauch

Director Product Management,
TCG Digital