Most people know their data is being collected. Few realize they are being continuously assembled into digital versions of themselves that influence what they see, what they pay, what opportunities they receive, and increasingly, what they believe.

Behind targeted advertising, AI-powered recommendations, fraud prevention systems, hiring algorithms, and political messaging lies a vast ecosystem built on behavioral prediction. Data brokers, machine learning models, and AI systems don't just observe human behavior. They learn from it, score it, predict it, and increasingly shape it.

In this keynote, cybersecurity founder and TEDx speaker Catherine Karow explores how invisible systems have become a foundational layer of modern life. Drawing on real-world examples from data brokerage, cybersecurity, fraud, and AI, she examines how human beings became products in a marketplace built on prediction and influence.

Attendees will leave with a new framework for understanding digital power, the growing role of behavioral prediction in AI systems, and one of the defining questions of the AI era:

Are we still citizens, or have we become inventory?

Session Type: Keynote / TED-style Talk

Audience: General technology audiences, AI practitioners, cybersecurity professionals, policymakers, founders, product leaders, and executives

Technical Level: Beginner-friendly

Preferred Length: 30-45 minutes

Key Takeaways:
• Understand how data brokers, AI systems, and behavioral prediction intersect
• Learn how digital profiles influence decisions and opportunities
• Explore the societal implications of predictive technologies
• Gain practical frameworks for evaluating trust, privacy, and influence in the AI era

Based on and expands themes introduced in Catherine Karow's TEDx talk, The Invisible Machine.