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Annex 22 and AI Governance for GMP: Human Review, Model Monitoring, and Change Control

Meet EU Annex 22 AI governance requirements in GMP — covering human review, model monitoring, change control, CSV vs CSA, GAMP®5, and inspection readiness for AI/ML systems.

4.9(0 reviews)
1.5 hoursWednesday, July 15, 2026
Carolyn Troiano

Instructor

Carolyn Troiano

FDA Compliance & Computer System Validation Consultant

What You'll Learn

Understand how EU Annex 22 applies to AI governance in GMP environments
Distinguish between Computer System Validation (CSV) and Computer Software Assurance (CSA)
Apply GAMP®5 2nd Edition principles aligned with CSA to AI/ML systems
Meet 21 CFR Part 11 requirements for systems using AI technology
Implement human review as the expert guardrail for AI output and critical decisions
Set up model monitoring to detect AI hallucination, bias, and performance drift
Manage change control for AI/ML models in regulated environments
Achieve inspection readiness for AI-enabled systems under FDA and EU expectations

About This Event

Providing safe and effective FDA-regulated products is in the best interests of all those involved in their development, manufacturing, testing, and distribution. With newer technologies such as AI in the mix, it means opportunity for greater efficiency and efficacy, but also poses more challenges for companies that develop, test, and support software applications in the life science industries. AI can hallucinate, and show bias and performance drift. The human expert must be able to critically assess the output and make the judgment calls for better decisions, quality, and compliance, and to optimize ROI. In this webinar, you will learn just how AI, ML and LLMs, such as ChatGPT can increase efficiency and effectiveness of software development life cycle (SDLC) activities, enabling the delivery and support of computer solutions and new innovative products that will drive industry over the coming years. In particular, you'll learn about the need for human review by the expert who applies critical thinking to ensure better outcomes, decisions, quality, patient safety, compliance, and ROI. Artificial Intelligence (AI), Machine Learning (ML) and Large Language Models (LLMs), such as ChatGPT are beginning to find a presence at life science companies. While life science companies tend to lag behind other markets in using these technologies, they are catching up and we are seeing much more activity related to AI use in software applications used to develop, produce, test, and manage life science products with quality and compliance. As the pace of technological innovation and evolution becomes more intense, there is a critical need for computer system validation, 21 CFR Part 11 (Electronic Records and Electronic Signatures) compliance, and data integrity assurance to continue in environments where artificial intelligence (AI) and machine learning (ML) are becoming more prevalent. In addition, the European Union (EU) has issued Annex 22 for AI governance. AI can hallucinate, and show bias and performance drift. AI solutions need human guardrails — the experts who can evaluate output and, based on broad and deep expertise, make the right judgment calls for better outcomes and quality decisions. Without this safeguard, we may never achieve the great potential in ensuring quality, compliance, and real ROI from these technological innovations. We'll cover all key aspects of EU Annex 22 as it applies to Human Review, Model Monitoring, and Change Control. We'll provide an overview of validation, including CSV and Computer Software Assurance (CSA), and the latest GAMP®5, 2nd Edition that aligns with CSA. We'll walk you through the Software Validation and Maintenance approach that will bring clarity to what FDA is looking for in terms of compliance. Code: FDB2849

Curriculum

Traditional Computer System Validation (CSV) Overview
10 min
Comparing CSV to Computer Software Assurance (CSA)
10 min
Transitioning from CSV to CSA and GAMP®5 2nd Edition
10 min

Requirements

  • Working in FDA-regulated industries (pharmaceutical, medical device, biotech, tobacco)
  • Involvement in planning, executing, or managing computer system validation or AI implementations
  • Applicable to IT analysts, QA/QC managers, regulatory affairs, clinical data, and compliance roles

Who Should Attend

Information technology analysts, developers and testers; QC/QA managers and analysts; analytical chemists; compliance and audit managers; laboratory managers; automation analysts and managers; manufacturing and supply chain specialists; regulatory affairs and submissions specialists; clinical data analysts and managers; computer system validation specialists; GMP training specialists; business stakeholders responsible for computer system validation planning, execution, reporting, compliance, maintenance and audit; consultants and auditors working in the life sciences industry. This webinar will also benefit vendors and software development companies supporting life science industries.

Areas Covered

Traditional Computer System Validation (CSV)
Comparison of CSV to Computer Software Assurance (CSA)
Transitioning from CSV to CSA
GAMP®5, 2nd Edition and alignment with CSA
Meeting EU Annex 22 requirements through human review, model monitoring, and change control
21 CFR Part 11 requirements for AI-enabled systems
Understanding AI potential for hallucination, bias, and performance drift
The human guardrail role in critically assessing AI output
Inspection readiness for AI-governed GMP environments

Meet Your Instructor

Carolyn Troiano

Carolyn Troiano

FDA Compliance & Computer System Validation Consultant

Carolyn Troiano has more than 45 years of experience in computer system validation in the pharmaceutical, medical device, biotechnology, tobacco, and other FDA-regulated industries. She is currently an independent consultant, advising companies on FDA compliance, Computer System Validation (CSV), and large-scale IT system implementation projects. Carolyn participated in the FDA/Industry Partnership to develop 21 CFR Part 11, the FDA's Guidance for Electronic Records and Electronic Signatures. During her career she has provided training on CSV, 21 CFR Part 11, Data Integrity, and many other compliance topics of interest to the life science industries.

45+ Years CSV Experience21 CFR Part 11 Co-DeveloperIndependent FDA Consultant
Quantity
1

Single Access

$190.00
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Certificate of completion

Event Details

Format

Live Webinar

Duration

1.5 hours

Certificate

Included

Date

Wednesday, July 15, 2026

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