08/31/2026
Acceptance Criteria for AI Validation: Determining What “Reliable” Actually Means in GxP Systems
AI-enabled systems are bringing new challenges to validation. When outputs can vary, how can organizations define and demonstrate reliability, trust, and fitness for intended use?
Join the Conference Panel and Carolyn Troiano for a 1-Day In-Person Seminar focused on practical, risk-based approaches to validating AI-enabled GxP systems.
📅 September 23, 2026
⏰ 9:00 AM – 5:00 PM EST
📍 Piscataway, NJ
Key topics include:
• FDA compliance and enforcement trends for AI
• CSV, CSA & GAMP 5, 2nd Edition
• 21 CFR Part 11 & Data Integrity
• AI acceptance criteria and risk-based validation
• AI shortcomings, including hallucinations, bias & drift
• Expert-in-the-Loop and critical thinking
• Vendor audits & inspection readiness
• Industry best practices for AI validation
🎤 Speaker: Carolyn Troiano — 45+ years of experience across FDA-regulated industries.
🔗 Learn more & register: https://conferencepanel.com/seminar-detail/acceptance-criteria-for-ai-validation-determining-what-reliable-actually-means-in-gxp-systems
A valuable opportunity for professionals involved in AI governance, CSV/CSA, QA/QC, compliance, validation, and regulatory operations.