이 에피소드에 관해
What if the transformation you’re investing in changes your business, but doesn’t actually make you better than your competition? Transformation is everywhere, but transformation alone doesn’t guarantee outperformance.
In Episode 54 of Built by Margin, Laurie Chen sits down with Roberto Espinosa, founder and principal of Enetgize, to explore how leaders can make better decisions before committing significant time, money, and resources to technology and business transformation.
Drawing on nearly three decades of experience across entrepreneurship, enterprise technology, startups, and consulting, Roberto explains his “Transform ≠ Outperform” framework: the idea that changing or modernizing a business only creates meaningful competitive advantage when the result is difficult for competitors to quickly replicate.
Laurie and Roberto also dig into the rapidly growing role of AI. They discuss how AI can dramatically increase productivity and help leaders multiply their capabilities, but also create new dependencies, unreliable outputs, and systems that become difficult to untangle. Roberto argues that successful AI adoption requires guardrails, verification, and one especially important principle: whatever you implement should be reversible.
The conversation also explores one of the most overlooked risks of transformation: the cost of undoing a decision when things don’t go as planned. Leaders often calculate the potential upside of a new system or initiative without asking what it would cost to reverse course 18 months later.
This episode is a conversation about technology, AI, risk, and decision quality, and why the smartest transformation isn’t necessarily the newest or most ambitious one. It’s the one that creates lasting advantage while preserving your ability to change course.
Quotes
- " Make sure that whenever you implement the technology, whatever it does is reversible." – Roberto Espinosa
- “The AI is only as good as the data that you feed it." - Laurie Chen
Laurie Chen
Instagram: https://www.instagram.com/lauriechencpamba/
LinkedIn: https://www.linkedin.com/in/lauriechen/
Risk Worthy: https://www.riskworthy.co/
Roberto Espinosa
LinkedIn: https://www.linkedin.com/in/robertoespinosajr/
Enetgize: https://www.enetgize.com
Transform ≠ Outperform: https://www.transformoutperform.com/
