Last week I wrote about three founders with real moats.

The replies that came back asked a simpler question: "How do I know if I have one?"

Most founders confuse a feature for a moat. A faster onboarding flow isn't a moat. A clever AI workflow isn't a moat. A favorite logo on your homepage isn't a moat.

Those things are real. They're just not what defends you when a well-funded competitor shows up next quarter with the same tools you used to build yours.

A real moat shows up in five places. We've spent the last year scoring founder businesses across all five — and we turned the framework into a 4-minute self-scoring test.

The five dimensions we score:

Data ownership — does your customer and operational data live in tools you can't take with you, or in infrastructure you control?

Data uniqueness — could a well-funded competitor recreate your dataset by spending money? If yes, you're renting.

Intelligence layer — are you actually using your data to generate predictions, recommendations, or automated decisions — or is it just sitting there?

Switching cost — six months in, can your customer leave without losing accumulated value?

Infrastructure vs. software — would your business survive if a competitor cloned your features tomorrow?

You'll get a score on each dimension, a grade overall, and a one-line diagnosis on what's strongest and weakest.

If you score low across most dimensions, the test will tell you that too. We'd rather you know early than spend 18 months building something easily commoditized.
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Results land in your inbox within 60 seconds. Reply to that email if you want to talk through them — but don't take it expecting comfort. The point of a moat test is to find the parts you've been quietly hoping no one would ask about.

— Alessandro

P.S. If you forwarded last week's piece to a founder who's bolting AI onto a leaky funnel, forward this one too. The scorecard is the diagnostic. The newsletter was the thesis. Same direction, different leverage.

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Thank you again for signing up for this newsletter and the Founder Membership. I look forward to embarking on this exciting journey with you! ​ Alessandro Marianantoni Founder/Director at M Studio ​Check some of my recent LinkedIn posts on Startups, Investors, etc​

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