For CTOs, founders, and operators deciding what to build, buy, fund, sell, or stop

Native Alpha

Alpha, in investing, is the return you cannot explain by the market. Native Alpha is the operating version: the unusual advantage already sitting inside your company, your customers, your data, and your relationships, and the discipline of letting it decide what you build, buy, fund, sell, protect, and stop.

If naming the advantage does not change a decision, it is a slogan. That is the only test this brief really cares about. Everything below is written to help you find the advantage, prove somebody outside the room cares about it, and act on it while it lasts.

THE FRAMEWORK

How to use the Native Alpha framework

Existing asymmetryalready true about youwithout it: a fair fightNew capabilitynewly cheap or possiblewithout it: a nice storyMarket relevancesomebody pays for itwithout it: trivia××= Native Alphamultiply, do not add: a zero anywhere gives you zero
An unusual asset nobody values is trivia. A technology anybody can buy is a commodity. A zero anywhere gives you zero.

READ THIS INTRODUCTION FIRST

Native Alpha: Start With the Advantage You Already Have, Not the Opportunity You Just Noticed

Alpha, in investing, is the return you cannot explain by the market. Native Alpha is the business version: the unusual advantage already sitting inside your company, your customers, your data, and your relationships, and the discipline of letting it decide what you build, buy, fund, sell, and stop.

Read the full brief · 16 min →

Then, in this order

Learn more about the framework

  1. 01

    Alpha, Benchmarks, and Why I Borrowed the Word From Investors

    Start here if alpha and beta are not part of your working vocabulary. Plain-language finance, no math homework.

    7 min read

  2. 02

    Capability Is Cheap Now. Advantage Is Not.

    What AI made cheap, what it left scarce, and how to split engineering effort between the two lanes.

    8 min read

  3. 03

    Someone Outside the Room Has to Care

    The evidence ladder, from a compliment at the bottom to a renewal at the top.

    7 min read

  4. 04

    Product-Market Fit Does Not Tell You Who to Sell To

    Why the customer with the biggest problem is often the wrong customer to sell to.

    7 min read

  5. 05

    Where Native Alpha Actually Lives, and How It Decays

    Advantage hides at small scales, needs protecting where it actually lives, and expires.

    8 min read

  6. 06

    First Principles Got Turned Into a Slogan

    First principles finds what is true. Native Alpha asks which true thing is unusually yours.

    8 min read

Where this comes from

  • Chasing Native Alpha

    The book-length treatment: how CTOs find the advantage already inside a company, and how to spot false alpha.

  • The CTO You Actually Need

    What changes about the technology executive's job once capability is abundant and judgment is the scarce input.

Background reading elsewhere

Outside sources on financial alpha and on first principles. None of these are mine, and they are worth reading before borrowing the vocabulary.

The executive test

Fourteen questions to answer before a consequential decision

I do not expect perfect answers. I expect explicit ones. Uncertainty is fine when you can name it.

  1. What unusual advantage already exists?
  2. Why is it unusual?
  3. What would be hard or expensive for someone else to reproduce?
  4. Who cares enough to give up something scarce because of it?
  5. What new capability makes it more valuable right now?
  6. What can we know, see, decide, or do because of it?
  7. What is the smallest credible experiment that tests the thesis?
  8. What evidence justifies another dollar or another month?
  9. What evidence would make us stop?
  10. What rights, relationships, data, workflow position, distribution, knowledge, trust, IP, or economics protect it?
  11. If this works, how does each use strengthen the next?
  12. Does AI multiply this advantage or commoditize it?
  13. Why are we unusually entitled to win?
  14. What happens if we do nothing?
Based on who we are, what we already possess, and what is newly possible, what can we know, see, decide, or do that others cannot easily reproduce?