Unlocking Customer Insights Through AI β€” Jon Stamell

Unlocking Customer Insights Through AI β€” Jon Stamell

πŸŽ₯ Watch the Episode


πŸ“Œ Quick Summary

Entrepreneur and strategist Jon Stamell shares his winding journey from Detroit to the Bahamas to New York City, building a multimillion-dollar ad agency, advising CEOs, and ultimately developing an AI platform that uncovers the β€œwhy” behind customer behavior. His insights reveal how curiosity, reinvention, and customer-centric thinking drive meaningful business growth.


❓ Common Questions & Answers

Q: Why didn’t Jon pursue professional sailboat racing?
A: Seeing older professional racers with unstable lifestyles convinced him it wasn’t a path that built long-term fulfillment.

Q: What pivotal moment changed his career direction early on?
A: A fundraising breakthrough at a nonprofit taught him the power of tailoring messages to individuals β€” a theme that shaped his entire career.

Q: What does Umiji do?
A: It helps brands understand customer motivations, perceptions, needs, and emotions using AI-driven segmentation and analysis.

Q: What is Jon most focused on now?
A: Advancing agentic and causal AI to help brands know not just what customers do, but why.


πŸ“œ Step-by-Step Guide

1. Start with Curiosity
Jon’s path wasn’t linear. Curiosity led him from Eastern Studies to sailing to business school to marketing.

2. Test Ideas Early
His simple segmentation experiment tripled nonprofit revenue β€” proving low-tech insights can produce high-impact results.

3. Challenge Boundaries
Jon’s Maine-based agency won global clients, showing that geography no longer limits opportunity.

4. Ask Better Questions
His CEO consulting model began with two deceptively simple questions:

  • Who are your customers?

  • How do you know?

5. Build Tools that Scale Understanding
AI now allows brands to uncover psychographics at scale β€” something previously impossible.


πŸ“– Historical Context

The evolution of customer understanding has moved from basic demographics β†’ behavioral tracking β†’ big data β†’ today’s psychographic and AI-driven insight. Jon’s journey mirrors this shift, beginning with early mail-merge customization and progressing to modern AI segmentation.


🧭 Guest Journey Summary

From Detroit roots to the open ocean, from nonprofit innovation to large-scale global advertising, Jon followed opportunities that aligned with his strengths: observation, pattern recognition, and human insight. Each chapter built toward his current passion β€” helping businesses understand people more deeply.


🏒 Business Competition Examples

  • Global ad agencies competing for national campaigns

  • Large retailers vs. customer-centric smaller brands

  • Traditional survey research vs. AI-driven segmentation platforms like Umiji

  • Startups differentiating through psychographics vs. demographic-only competitors


πŸ’¬ Discussion Section

Jon raises an important issue: many CEOs don’t actually know their customers. They rely on anecdotes, selective stories, and assumptions. His approach challenges leaders to uncover motivations, emotions, and language patterns. By understanding why customers behave a certain way, businesses can create more resonant messaging, avoid misalignment, and optimize lifetime value.

This goes beyond simple marketing. It’s about creating systems that reflect real human behavior.


βš–οΈ The Debate

Do companies rely too much on data and not enough on human insight?
Jon argues for balance. AI can reveal patterns humans can't see, yet human judgment is needed to interpret meaning and take action. Critics worry AI oversimplifies or miscategorizes. Supporters believe it finally unlocks the depth behind consumer behavior. The conversation is ongoing β€” and essential.


βœ… Key Takeaways

  • Curiosity fuels career reinvention

  • Tailored messaging can dramatically improve outcomes

  • Global opportunity isn’t limited by geography

  • CEO assumptions often mask real customer behavior

  • AI-powered psychographics are the next evolution of marketing

  • Success requires resilience, thick skin, and conviction


⚠️ Potential Business Hazards

  • Overconfidence in demographic segmentation

  • Misinterpreting customer motivations

  • Failing to ask β€œhow do we know?”

  • Ignoring early signs of burnout or cultural mismatch in teams

  • Not preparing for rejection in entrepreneurial environments


❌ Myths & Misconceptions

  • β€œSmall companies can’t win big accounts.” β†’ Jon’s agency proved the opposite.

  • β€œCustomers behave logically.” β†’ Behavior is emotional, contextual, and unpredictable.

  • β€œAI replaces human analysis.” β†’ It amplifies human understanding; it doesn’t replace it.


πŸ“š Book & Podcast Recommendations

  • Thinking, Fast and Slow β€” Daniel Kahneman

  • The Innovator’s Dilemma β€” Clayton Christensen

  • Range β€” David Epstein

  • Hidden Brain podcast

  • Masters of Scale podcast


βš–οΈ Legal Cases

Relevant cases that touch on customer data, segmentation, or privacy:

  • Carpenter v. United States β€” digital privacy expectations

  • FTC v. Facebook β€” data usage and consumer protection

  • Apple v. Pepper β€” platform competition and consumer access


πŸ“£ Expert Invitation

Want to share your entrepreneurial journey?
Apply to be a guest at inventiveunicorn.com.


Need help protecting your innovations?
Visit strategymeeting.com to meet with our legal team.


πŸ”š Wrap-Up Conclusion

Jon Stamell’s career illustrates the power of adapting, questioning assumptions, and using technology to deepen human understanding. His work in AI-driven customer insight points to a future where businesses don’t just know what customers do β€” they understand why. And that makes all the difference.

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