Writing & Analysis

Essays on what I'm building and learning

Long-form thinking on private markets, healthcare venture, corp-dev, and building without inherited networks. Newsletter: What the Data Room Doesn't Say, on Substack.

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For students & founders

New to my work? Read the featured essay, then work with me if you're a leader, founder, or student facing a decision.

Private markets Valuation infrastructure & fintech
Healthcare Operator-led venture & diligence
Operator Corp-dev, M&A & building without pedigree
Featured Essay · Value Alpha · Finance & AI
Wall Street has Bloomberg. Main Street has a rule of thumb.

After years inside corporate development watching deals get priced on gut and precedent, I built the thesis for Value Alpha: institutional valuation infrastructure for the 99% of M&A that happens below $50M, starting in the US and now Poland. This is the full argument, why the tooling is broken, what fixing it requires, and why it's a defining infrastructure opportunity in finance and AI.

Sonnerie VC · Healthcare

Healthcare startups don't die from small markets. They die on a Tuesday.

Why I back the operation, not the market size, and why complexity is the best moat in healthcare venture.

Healthcare · Operator
Value Alpha · Private Markets

In private markets, the house has already read everyone's cards.

Public markets reward analysis. Private markets reward access. I built two companies on closing that gap.

Finance · Infrastructure
Operator · Career

I built in American finance without a single warm intro. It became my edge.

No rolodex, no benefit of the doubt. Why that became the most useful analytical tool I have.

Career · Practitioner
Columbia · Giving Back

What I gave a nonprofit, and what it gave back.

Four months building an investment reserve policy for the Lower Manhattan Cultural Council, and a lesson in what business school is for.

Philanthropy · Operator
Founders · AI teams

The cofounder is the most expensive line on your cap table.

Choosing a cofounder and building an AI-era team, read like a valuation: roles, equity, decision rights, and the failure modes.

Founders · Practitioner
Value Alpha · AI valuation

The AI-Native Valuation Benchmark

How AI-native companies are actually priced when the comps break: the AI-ready premium, the AI-exposure discount, and the comps gap.

Research · AI
Value Alpha · Valuation

How to value a pre-revenue startup when there are no comps.

A pre-revenue valuation is a negotiated number, not a calculation. How to triangulate a defensible range and defend it.

Valuation · Practitioner
Corp-Dev · M&A

What corporate development really pays for when it buys your company.

The buy-side view of getting acquired, from the seat across the table. What strategics pay for, and why structure beats the headline.

M&A · Practitioner
Founders · Product

How to know you have product-market fit.

PMF is not a vibe. How to measure it with retention and pull, the false signals, and what the value cliff is really worth.

Product · Practitioner
Fundraising · Valuation

How to handle a down round.

The headline is the least important number. How anti-dilution, structure, and the alternatives decide what a down round really costs.

Fundraising · Practitioner
Founders · Valuation

How to read a cap table.

Ownership percentage is the least useful number on the page. How fully diluted shares, the option pool, and the waterfall decide what you keep.

Valuation · Practitioner
Value Alpha · M&A

What I learned about M&A pricing after running 1,000+ valuations

I came to American M&A through the back door. A thousand valuations later, here is what the data taught me about how private companies are really priced.

Finance · Practitioner
Corp-Dev · M&A

I left billion-dollar deals to price ten-million-dollar businesses

What a $26 billion merger taught me about the 99% of M&A that runs on guesswork, and why I left to price the businesses no one builds tooling for.

Finance · Practitioner
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