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Solo talk · Completed
Why AI Investment Is Not Matching AI Adoption? The Frozen Yogurt Syndrome
A solo talk on why AI investment can outpace adoption—and a five-step framework for moving from experimentation to sustainable, business-led AI adoption.
- Date
- August 4–6, 2026
- Organizer
- Ai4 ↗
- Location
- The Venetian, Las Vegas, Nevada

At Ai4, America’s largest AI conference, I explored why organizations can invest heavily in AI yet struggle to achieve meaningful adoption.
Using the “frozen yogurt syndrome” as a metaphor for too many disconnected choices, the session introduced a five-step Sequenced Automation Framework: start with the business pain point, establish a shared business language, create a translation layer between business and technology, build operating foundations, and earn trust through feedback loops.