AI Returns Come From Coherence Not Sophistication: What the Best Portfolio Companies Have in Common

If you're evaluating a portfolio company's AI readiness, don't start with their tech stack. Start with a simple test: ask five executives what AI is doing for the business. If you get five different answers, you're looking at a company that's spending on AI but hasn't aligned on it. That gap is where value destruction hides.

The companies generating real returns from AI aren't the ones with the most sophisticated models. They're the ones where the investment thesis, operational execution, and institutional understanding of AI are coherent from the boardroom to the front line.

Christopher Sanchez

Christopher Sanchez is a professor and entrepreneur advancing the future of AI infrastructure. These essays draw on his work with leadership teams, regulators, and investors on what AI changes for the decisions in front of them.

Previous
Previous

AI Alignment Was a Nice to Have. Now It Is a Competitive Risk Not to Have It.

Next
Next

AI Alignment Check: When the CEO, CFO, CTO, Legal, and Board Cannot Agree on AI, Every Dollar Spent Is a Bet Without a Thesis