210 - How AI Is Rewriting GMP: Smarter CAPA, PAT, DOE, and Continuous Yield

210 - How AI Is Rewriting GMP: Smarter CAPA, PAT, DOE, and Continuous Yield

As AI becomes more integrated into pharmaceutical manufacturing, the question is not just how fast we can adopt it, but how safely. In this episode, Ben Locwin and Subhi Saadeh discuss the intersection of AI, GMP, and Quality 4.0, exploring both the promise and the challenges of applying intelligent systems in regulated environments.


Key topics covered:

- Current applications of AI in GMP, including CAPA and deviation management

- The role of validation and why algorithmic opacity poses regulatory challenges

- How Process Analytical Technology (PAT) enables real-time release decisions

- The importance of Design of Experiments (DOE) for process optimization

Continuous manufacturing and how yield can signal process performance


Chapters

00:00 Introduction to AI in Pharma

00:40 Current Applications of AI in GMP

02:32 Challenges and Validation in AI

03:22 Process Analytical Technology (PAT)

09:50 Design of Experiments (DOE) in Pharma

13:27 Continuous Manufacturing Explained

15:40 Yield Calculation in Manufacturing

22:12 Conclusion and Contact Information


Ben Locwin is a Healthcare Executive, MMA fighter, Jiu Jtisu pro and Quality and Regulatory SME working in medical devices, pharma and other regulated industries.


Subhi Saadeh is a Quality Professional and host of Let's Combinate. With a background in Quality, Manufacturing Operations and R&D he's worked in Large Medical Device/Pharma organizations to support the development and launch of Hardware Devices, Disposable Devices, and Combination Products for Vaccines, Generics, and Biologics. Subhi serves currently as the International Committee Chair for the Combination Products Coalition(CPC) and as a member of ASTM Committee E55 and also served as a committee member on AAMI's Combination Products Committee.For questions, inquiries or suggestions please reach out at letscombinate.com or on the show's LinkedIn Page.

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Episoder(245)

239 - ICH Q11 in 6 Minutes

239 - ICH Q11 in 6 Minutes

In this episode, Subhi breaks down Q11 by focusing on three key sections: how the drug substance process is developed, where that process begins, and how it is controlled.He places Q11 in context with...

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238 - 6 Audit Strategies Every Auditor Should Know

238 - 6 Audit Strategies Every Auditor Should Know

Six Major Auditing Strategies: Tracing, Process, Department, Element, Process-Based Management, and DiscoveryCourse Link: https://cqeacademy.teachable.com/p/the-cqa-master-class-courseIn this episode,...

13 Mai 10min

237 - ICH Q10: The Pharmaceutical Quality System

237 - ICH Q10: The Pharmaceutical Quality System

his episode looks at where Q10 fits in the broader quality landscape, including its roots in ISO 9001, ISO 9004, and ISO 13485, while making the key distinction that Q10 is not a certifiable ISO-style...

6 Mai 8min

236: ICH Q9: Quality Risk Management (QRM) + ISO 14971 Differences

236: ICH Q9: Quality Risk Management (QRM) + ISO 14971 Differences

ICH Q9 is one of the most referenced guidelines in pharma and one of the most misunderstood.In this video, I break down what Quality Risk Management (QRM) actually is, how the process works, and how i...

29 Apr 12min

235 - ICH Q8: How Pharmaceutical Development Actually Works

235 - ICH Q8: How Pharmaceutical Development Actually Works

This episode continues the ICH Quality Series with an overview of ICH Q8 (Pharmaceutical Development), focusing on what it is, how it’s structured, and how to think about it in practice.ICH Q8 defines...

22 Apr 10min

234 - ICH Q7: The GMP Framework for API Manufacturing

234 - ICH Q7: The GMP Framework for API Manufacturing

In this episode of Let’s Combinate, Subhi breaks down ICH Q7. Unlike topic-specific guidelines, Q7 covers the full GMP framework for API manufacturing. This episode walks through how to actually read ...

15 Apr 13min

233 - Most Teams Misunderstand Specifications | ICH Q6

233 - Most Teams Misunderstand Specifications | ICH Q6

ICH Q6 Explained: Specifications, Control Strategy, and What’s Changing in Q6(R1)In this episode of Let’s ComBinate, Subhi continues the ICH Q-series with ICH Q6 and explains why specifications are ce...

8 Apr 6min

232 - MedTech Material Selection: Cost, Compliance, Sustainability, and Biocompatibility Risk

232 - MedTech Material Selection: Cost, Compliance, Sustainability, and Biocompatibility Risk

Subhi Saadeh interviews Lucas Pianegonda, founder of Grad and a plastics expert in medical technology, on how medtech companies actually choose materials—and where it goes wrong. Many teams default to...

1 Apr 34min

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