How do you transform hybrid model digital twins from promising lab concepts into commercial bioprocessing game-changers that actually deliver ROI?

As biotech companies race to implement Industry 4.0 technologies, the critical challenge isn't just developing sophisticated hybrid models - it's deploying them strategically to create user-friendly, cost-effective solutions that genuinely accelerate your path to commercial bioprocessing success.

In Part 2 of this essential conversation, David Brühlmann continues his deep dive with Krist Gernaey, Professor of Industrial Fermentation Technology at the Technical University of Denmark. Krist reveals the strategic framework for moving beyond digital twin hype to build hybrid modeling capabilities that scale from lab validation to commercial manufacturing reality.

Three Strategic Insights for Commercial Implementation:

• Digital Twins That Deliver Business Value: Krist cuts through the marketing buzz to define what makes digital twins commercially viable - revealing why true value comes from two-way data exchange and predictive capabilities, not just virtual process copies. Learn the validation strategies that separate successful implementations from expensive pilot projects.
• Modular Strategy Over Technology Complexity: Forget the "silver bullet" mentality. Krist advocates for strategic building blocks: start with site comparisons and predictive maintenance, then systematically add hybrid modeling complexity as your organization develops the technical capacity and team skills for sustainable commercial success.
• User-Centric Models for Operational Excellence: The biggest commercial wins aren't always about optimizing yields - they're about creating transparency, robust documentation, and operator-friendly tools that reduce complexity rather than adding it. Discover how to design hybrid model digital twins that empower your manufacturing teams instead of overwhelming them.

Ready to develop a strategic roadmap for implementing hybrid model digital twins that drive commercial bioprocessing success? Tune in for Krist's proven framework for avoiding "cauliflower complexity" while building sustainable digital transformation capabilities that scale.

Connect with Krist Gernaey:

LinkedIn: www.linkedin.com/in/krist-gernaey-591748

Website: www.orbit.dtu.dk/en/persons/krist-v-gernaey

If you’re intrigued by the evolving frontier of bioprocessing, don’t miss these enlightening episodes:

• Episodes 85-86: Bioprocess 4.0: Integrated Continuous Biomanufacturing with Massimo Morbidelli
• Episodes 153-154: The Future of Bioprocessing: Industry 4.0, Digital Twins, and Continuous Manufacturing Strategies with Tiago Matos
• Episodes 05-06: Hybrid Modeling: The Key to Smarter Bioprocessing with Michael Sokolov

Next step:

Book a free consultation to help you get started on any questions you may have about bioprocessing analytics: https://bruehlmann-consulting.com/call

Develop bioprocessing technologies better, faster, at a fraction of the cost with our 1:1 Strategy Call: The quickest and easiest way to excel biotech technology development. Book your call at https://stan.store/SmartBiotech

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