
How to Validate Media Measurement Systems Built with AI
AI has become a go-to tool for campaign measurement and attribution, yet many organizations lack confidence in the accuracy of AI-driven results and do not consistently validate them.
Join the ARF Cross-Platform Measurement Council for presentations by experts, followed by a practical discussion on validating AI-powered measurement models and systems. Discover proven validation approaches, frameworks, and tools that actually work based on real case studies.
What you’ll learn:
- Real-world validation case studies and lessons learned
- Common risks and pitfalls of unvalidated AI measurement systems
- What “context rot” is and why it matters when evaluating AI-built models
Key takeaways:
- Steps to validate AI-driven measurement models
- The role of human analysts in the validation process
- Tools and technologies that can support measurement validation
- When human review is essential and when AI can self-validate
An audience Q&A and panel discussion will provide opportunities to explore real-world applications and provide practical guidance.
Featured Speakers

Avik HalderDirector, Data Science & AI
b3Intelligence
b3Intelligence

Paul NetoChief Data Officer and Co-Founder
Measure Protocol
Measure Protocol

Leslie WoodCEO
Leslie Wood Media
Leslie Wood Media