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AI-Assisted Post-Market Surveillance and Signal Detection: What Regulators Will Still Expect Humans to Defend

AI can detect signals — but regulators will still expect humans to interpret, defend, and document post-market surveillance decisions. Learn what that looks like under FDA and EU MDR.

4.8(0 reviews)
1.5 hoursThursday, June 25, 2026
Meredith Crabtree

Instructor

Meredith Crabtree

GMP Quality Consultant & Validation Specialist

What You'll Learn

Understand regulatory accountability when AI tools contribute to safety-related findings
Evaluate AI-generated signals and determine when escalation is warranted
Apply human oversight to AI-assisted complaint trend and adverse event analysis
Meet MDR reporting thresholds under FDA and EU MDR requirements
Document AI-assisted PMS activities to support defensible regulatory positions
Manage false positives, data variability, and other signal evaluation challenges
Prepare for regulatory questions about AI use in post-market surveillance

About This Event

Post-market surveillance programs are increasingly incorporating AI-assisted tools to support complaint analysis, signal detection, trend identification, adverse event review, and large-scale data evaluation. While these technologies may help organizations process growing volumes of information more efficiently, regulatory responsibility for safety decisions, escalation activities, risk assessments, MDR reporting, and post-market actions continues to remain firmly with the organization. Questions are increasingly emerging around how AI-supported outputs are interpreted, challenged, verified, and ultimately defended when product safety concerns arise within FDA, EU MDR, and other regulated post-market environments. This session examines the practical realities of using AI-assisted approaches within post-market surveillance activities while maintaining defensible regulatory oversight. The discussion will focus on signal evaluation, complaint review processes, documentation practices, escalation decisions, and the role of human judgment when automated tools contribute to safety-related assessments. Code: FDB1417

Curriculum

AI-Assisted Signal Detection Within PMS Programs
12 min
Complaint Trends, Adverse Events, and Sources of Emerging Safety Signals
10 min
Human Oversight of AI-Generated Findings and Safety Recommendations
10 min

Requirements

  • Working in post-market surveillance, complaint handling, or vigilance functions
  • Familiarity with FDA MDR reporting or EU MDR requirements
  • Applicable to QA, regulatory affairs, product safety, and compliance teams

Who Should Attend

Quality Assurance (QA) Departments, Regulatory Affairs Departments, Manufacturing Departments, Operations Departments, Compliance Departments, Post-Market Surveillance Teams, Complaint Handling and Vigilance Personnel, and Product Safety and Risk Management Teams.

Areas Covered

AI-assisted signal detection within post-market surveillance programs
Complaint trends, adverse events, and other sources of emerging safety signals
MDR reporting decisions and escalation thresholds under FDA and EU MDR
When available evidence supports investigation, reporting, or continued monitoring
Human oversight of AI-generated findings and safety recommendations
False positives, data variability, and signal evaluation challenges
Documentation and evidence supporting defensible PMS decisions
Regulatory expectations for post-market surveillance, MDR compliance, and governance

Meet Your Instructor

Meredith Crabtree

Meredith Crabtree

GMP Quality Consultant & Validation Specialist

Meredith Crabtree has over 30 years' experience in regulated industries, ranging from Blood, Plasma, Tissue, Laboratory, Pharma, Medical Device, Cosmetics, Supplements, and Animal Health. This includes manufacturing, packaging, labelling and distribution operations. Meredith is the owner of MLKC Consulting and specializes in product label reviews, 3rd party inspections, Consent Decree and Recall support. She also performs regulatory assessments and Quality trainings.

30+ Years GMP ExperienceIQ/OQ/PQ SpecialistConsent Decree SupportMulti-Industry QA Expert
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

Thursday, June 25, 2026

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